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Airflow 2.3.2 (2021-06-04)

No significant changes

Bug Fixes

• Run the check_migration loop at least once

• Fix grid view for mapped tasks (#24059)

• Icons in grid view for different DAG run types (#23970)

• Faster grid view (#23951)

• Disallow calling expand with no arguments (#23463)

• Add missing is_mapped field to Task response. (#23319)

• DagFileProcessorManager: Start a new process group only if current process not a session leader (#23872)

• Mask sensitive values for not-yet-running TIs (#23807)

• Add cascade to dag_tag to dag foreign key (#23444)

• Use --subdir argument value for standalone dag processor. (#23864)

• Highlight task states by hovering on legend row (#23678)

• Fix and speed up grid view (#23947)

• Prevent UI from crashing if grid task instances are null (#23939)

• Remove redundant register exit signals in dag-processor command (#23886)

• Add __wrapped__ property to _TaskDecorator (#23830)

• Fix UnboundLocalError when sql is empty list in DbApiHook (#23816)

• Enable clicking on DAG owner in autocomplete dropdown (#23804)

• Simplify flash message for _airflow_moved tables (#23635)

• Exclude missing tasks from the gantt view (#23627)

Doc only changes

• Add column names for DB Migration Reference (#23853)

Misc/Internal

• Remove pinning for xmltodict (#23992)

Airflow 2.3.1 (2022-05-25)

Significant Changes

No significant changes.

Bug Fixes

• Automatically reschedule stalled queued tasks in CeleryExecutor (#23690)

• Fix expand/collapse all buttons (#23590)

• Grid view status filters (#23392)

• Expand/collapse all groups (#23487)

• Fix retrieval of deprecated non-config values (#23723)

• Fix secrets rendered in UI when task is not executed. (#22754)

• Fix provider import error matching (#23825)

• Fix regression in ignoring symlinks (#23535)

• Fix dag-processor fetch metadata database config (#23575)

• Fix auto upstream dep when expanding non-templated field (#23771)

• Fix task log is not captured (#23684)

• Add reschedule to the serialized fields for the BaseSensorOperator (#23674)

• Modify db clean to also catch the ProgrammingError exception (#23699)

• Remove titles from link buttons (#23736)

• Fix grid details header text overlap (#23728)

• Ensure execution_timeout as timedelta (#23655)

• Don’t run pre-migration checks for downgrade (#23634)

• Add index for event column in log table (#23625)

• Implement send_callback method for CeleryKubernetesExecutor and LocalKubernetesExecutor (#23617)

• Fix PythonVirtualenvOperator templated_fields (#23559)

• Apply specific ID collation to root_dag_id too (#23536)

• Prevent KubernetesJobWatcher getting stuck on resource too old (#23521)

• Fix scheduler crash when expanding with mapped task that returned none (#23486)

• Fix broken dagrun links when many runs start at the same time (#23462)

• Fix: Exception when parsing log #20966 (#23301)

• Handle invalid date parsing in webserver views. (#23161)

• Pools with negative open slots should not block other pools (#23143)

• Move around overflow, position and padding (#23044)

• Change approach to finding bad rows to LEFT OUTER JOIN. (#23528)

• Only count bad refs when moved table exists (#23491)

• Visually distinguish task group summary (#23488)

• Remove color change for highly nested groups (#23482)

• Optimize 2.3.0 pre-upgrade check queries (#23458)

• Add backward compatibility for core__sql_alchemy_conn__cmd (#23441)

• Fix literal cross product expansion (#23434)

• Fix broken task instance link in xcom list (#23367)

• Fix connection test button (#23345)

• fix cli airflow dags show for mapped operator (#23339)

• Hide some task instance attributes (#23338)

• Don’t show grid actions if server would reject with permission denied (#23332)

• Use run_id for ti.mark_success_url (#23330)

• Fix update user auth stats (#23314)

• Use <Time /> in Mapped Instance table (#23313)

• Fix duplicated Kubernetes DeprecationWarnings (#23302)

• Store grid view selection in url params (#23290)

• Remove custom signal handling in Triggerer (#23274)

• Override pool for TaskInstance when pool is passed from cli. (#23258)

• Show warning if ‘/’ is used in a DAG run ID (#23106)

• Use kubernetes queue in kubernetes hybrid executors (#23048)

• Add tags inside try block. (#21784)

Doc only changes

• Move dag_processing.processor_timeouts to counters section (#23393)

• Clarify that bundle extras should not be used for PyPi installs (#23697)

• Synchronize support for Postgres and K8S in docs (#23673)

• Replace DummyOperator references in docs (#23502)

• Add doc notes for keyword-only args for expand() and partial() (#23373)

• Document fix for broken elasticsearch logs with 2.3.0+ upgrade (#23821)

Misc/Internal

• Add typing for airflow/configuration.py (#23716)

• Disable Flower by default from docker-compose (#23685)

• Added postgres 14 to support versions(including breeze) (#23506)

• add K8S 1.24 support (#23637)

• Refactor code references from tree to grid (#23254)

Airflow 2.3.0 (2022-04-30)

For production docker image related changes, see the Docker Image Changelog.

Significant Changes

Passing execution_date to XCom.set(), XCom.clear() , XCom.get_one() , and XCom.get_many() is deprecated (#19825)

Continuing the effort to bind TaskInstance to a DagRun, XCom entries are now also tied to a DagRun. Use the run_id argument to specify the DagRun instead.

Task log templates are now read from the metadata database instead of airflow.cfg (#20165)

Previously, a task’s log is dynamically rendered from the [core] log_filename_template and [elasticsearch] log_id_template config values at runtime. This resulted in unfortunate characteristics, e.g. it is impractical to modify the config value after an Airflow instance is running for a while, since all existing task logs have be saved under the previous format and cannot be found with the new config value.

A new log_template table is introduced to solve this problem. This table is synchronized with the aforementioned config values every time Airflow starts, and a new field log_template_id is added to every DAG run to point to the format used by tasks (NULL indicates the first ever entry for compatibility).

Minimum kubernetes library version bumped from 3.0.0 to 21.7.0 (#20759)

Note

This is only about changing the kubernetes library, not the Kubernetes cluster. Airflow support for Kubernetes version is described in Installation prerequisites.

No change in behavior is expected. This was necessary in order to take advantage of a bugfix concerning refreshing of Kubernetes API tokens with EKS, which enabled the removal of some workaround code.

XCom now defined by run_id instead of execution_date (#20975)

As a continuation to the TaskInstance-DagRun relation change started in Airflow 2.2, the execution_date columns on XCom has been removed from the database, and replaced by an association proxy field at the ORM level. If you access Airflow’s metadata database directly, you should rewrite the implementation to use the run_id column instead.

Note that Airflow’s metadatabase definition on both the database and ORM levels are considered implementation detail without strict backward compatibility guarantees.

Non-JSON-serializable params deprecated (#21135).

It was previously possible to use dag or task param defaults that were not JSON-serializable.

For example this worked previously:

@dag.task(params={"a": {1, 2, 3}, "b": pendulum.now()})
def datetime_param(value):
    print(value)


datetime_param("{{ params.a }} | {{ params.b }}")

Note the use of set and datetime types, which are not JSON-serializable. This behavior is problematic because to override these values in a dag run conf, you must use JSON, which could make these params non-overridable. Another problem is that the support for param validation assumes JSON. Use of non-JSON-serializable params will be removed in Airflow 3.0 and until then, use of them will produce a warning at parse time.

You must use postgresql:// instead of postgres:// in sql_alchemy_conn for SQLAlchemy 1.4.0+ (#21205)

When you use SQLAlchemy 1.4.0+, you need to use postgresql:// as the scheme in the sql_alchemy_conn. In the previous versions of SQLAlchemy it was possible to use postgres:// , but using it in SQLAlchemy 1.4.0+ results in:

>       raise exc.NoSuchModuleError(
            "Can't load plugin: %s:%s" % (self.group, name)
        )
E       sqlalchemy.exc.NoSuchModuleError: Can't load plugin: sqlalchemy.dialects:postgres

If you cannot change the scheme of your URL immediately, Airflow continues to work with SQLAlchemy 1.3 and you can downgrade SQLAlchemy, but we recommend updating the scheme. Details in the SQLAlchemy Changelog.

auth_backends replaces auth_backend configuration setting (#21472)

Previously, only one backend was used to authorize use of the REST API. In 2.3 this was changed to support multiple backends, separated by whitespace. Each will be tried in turn until a successful response is returned.

This setting is also used for the deprecated experimental API, which only uses the first option even if multiple are given.

airflow.models.base.Operator is removed (#21505)

Previously, there was an empty class airflow.models.base.Operator for “type hinting”. This class was never really useful for anything (everything it did could be done better with airflow.models.baseoperator.BaseOperator), and has been removed. If you are relying on the class’s existence, use BaseOperator (for concrete operators), airflow.models.abstractoperator.AbstractOperator (the base class of both BaseOperator and the AIP-42 MappedOperator), or airflow.models.operator.Operator (a union type BaseOperator | MappedOperator for type annotation).

Zip files in the DAGs folder can no longer have a .py extension (#21538)

It was previously possible to have any extension for zip files in the DAGs folder. Now .py files are going to be loaded as modules without checking whether it is a zip file, as it leads to less IO. If a .py file in the DAGs folder is a zip compressed file, parsing it will fail with an exception.

auth_backends includes session (#21640)

To allow the Airflow UI to use the API, the previous default authorization backend airflow.api.auth.backend.deny_all is changed to airflow.api.auth.backend.session, and this is automatically added to the list of API authorization backends if a non-default value is set.

Default templates for log filenames and elasticsearch log_id changed (#21734)

In order to support Dynamic Task Mapping the default templates for per-task instance logging has changed. If your config contains the old default values they will be upgraded-in-place.

If you are happy with the new config values you should remove the setting in airflow.cfg and let the default value be used. Old default values were:

• [core] log_filename_template: {{ ti.dag_id }}/{{ ti.task_id }}/{{ ts }}/{{ try_number }}.log

• [elasticsearch] log_id_template: {dag_id}-{task_id}-{execution_date}-{try_number}

[core] log_filename_template now uses “hive partition style” of dag_id=<id>/run_id=<id> by default, which may cause problems on some older FAT filesystems. If this affects you then you will have to change the log template.

If you have customized the templates you should ensure that they contain {{ ti.map_index }} if you want to use dynamically mapped tasks.

If after upgrading you find your task logs are no longer accessible, try adding a row in the log_template table with id=0 containing your previous log_id_template and log_filename_template. For example, if you used the defaults in 2.2.5:

INSERT INTO log_template (id, filename, elasticsearch_id, created_at) VALUES (0, '{{ ti.dag_id }}/{{ ti.task_id }}/{{ ts }}/{{ try_number }}.log', '{dag_id}_{task_id}_{run_id}_{try_number}', NOW());

BaseOperatorLink’s get_link method changed to take a ti_key keyword argument (#21798)

In v2.2 we “deprecated” passing an execution date to XCom.get methods, but there was no other option for operator links as they were only passed an execution_date.

Now in 2.3 as part of Dynamic Task Mapping (AIP-42) we will need to add map_index to the XCom row to support the “reduce” part of the API.

In order to support that cleanly we have changed the interface for BaseOperatorLink to take an TaskInstanceKey as the ti_key keyword argument (as execution_date + task is no longer unique for mapped operators).

The existing signature will be detected (by the absence of the ti_key argument) and continue to work.

ReadyToRescheduleDep now only runs when reschedule is True (#21815)

When a ReadyToRescheduleDep is run, it now checks whether the reschedule attribute on the operator, and always reports itself as passed unless it is set to True. If you use this dep class on your custom operator, you will need to add this attribute to the operator class. Built-in operator classes that use this dep class (including sensors and all subclasses) already have this attribute and are not affected.

The deps attribute on an operator class should be a class level attribute (#21815)

To support operator-mapping (AIP 42), the deps attribute on operator class must be a set at the class level. This means that if a custom operator implements this as an instance-level variable, it will not be able to be used for operator-mapping. This does not affect existing code, but we highly recommend you to restructure the operator’s dep logic in order to support the new feature.

Deprecation: Connection.extra must be JSON-encoded dict (#21816)

TLDR

From Airflow 3.0, the extra field in airflow connections must be a JSON-encoded Python dict.

What, why, and when?

Airflow’s Connection is used for storing credentials. For storage of information that does not fit into user / password / host / schema / port, we have the extra string field. Its intention was always to provide for storage of arbitrary key-value pairs, like no_host_key_check in the SSH hook, or keyfile_dict in GCP.

But since the field is string, it’s technically been permissible to store any string value. For example one could have stored the string value 'my-website.com' and used this in the hook. But this is a very bad practice. One reason is intelligibility: when you look at the value for extra , you don’t have any idea what its purpose is. Better would be to store {"api_host": "my-website.com"} which at least tells you something about the value. Another reason is extensibility: if you store the API host as a simple string value, what happens if you need to add more information, such as the API endpoint, or credentials? Then you would need to convert the string to a dict, and this would be a breaking change.

For these reason, starting in Airflow 3.0 we will require that the Connection.extra field store a JSON-encoded Python dict.

How will I be affected?

For users of providers that are included in the Airflow codebase, you should not have to make any changes because in the Airflow codebase we should not allow hooks to misuse the Connection.extra field in this way.

However, if you have any custom hooks that store something other than JSON dict, you will have to update it. If you do, you should see a warning any time that this connection is retrieved or instantiated (e.g. it should show up in task logs).

To see if you have any connections that will need to be updated, you can run this command:

airflow connections export - 2>&1 >/dev/null | grep 'non-JSON'

This will catch any warnings about connections that are storing something other than JSON-encoded Python dict in the extra field.

The tree default view setting has been renamed to grid (#22167)

If you set the dag_default_view config option or the default_view argument to DAG() to tree you will need to update your deployment. The old name will continue to work but will issue warnings.

Database configuration moved to new section (#22284)

The following configurations have been moved from [core] to the new [database] section. However when reading the new option, the old option will be checked to see if it exists. If it does a DeprecationWarning will be issued and the old option will be used instead.

• sql_alchemy_conn

• sql_engine_encoding

• sql_engine_collation_for_ids

• sql_alchemy_pool_enabled

• sql_alchemy_pool_size

• sql_alchemy_max_overflow

• sql_alchemy_pool_recycle

• sql_alchemy_pool_pre_ping

• sql_alchemy_schema

• sql_alchemy_connect_args

• load_default_connections

• max_db_retries

Remove requirement that custom connection UI fields be prefixed (#22607)

Hooks can define custom connection fields for their connection type by implementing method get_connection_form_widgets. These custom fields appear in the web UI as additional connection attributes, but internally they are stored in the connection extra dict field. For technical reasons, previously, when stored in the extra dict, the custom field’s dict key had to take the form extra__<conn type>__<field name>. This had the consequence of making it more cumbersome to define connections outside of the UI, since the prefix extra__<conn type>__ makes it tougher to read and work with. With #22607, we make it so that you can now define custom fields such that they can be read from and stored in extra without the prefix.

To enable this, update the dict returned by the get_connection_form_widgets method to remove the prefix from the keys. Internally, the providers manager will still use a prefix to ensure each custom field is globally unique, but the absence of a prefix in the returned widget dict will signal to the Web UI to read and store custom fields without the prefix. Note that this is only a change to the Web UI behavior; when updating your hook in this way, you must make sure that when your hook reads the extra field, it will also check for the prefixed value for backward compatibility.

The webserver.X_FRAME_ENABLED configuration works according to description now (#23222).

In Airflow 2.0.0 - 2.2.4 the webserver.X_FRAME_ENABLED parameter worked the opposite of its description, setting the value to “true” caused “X-Frame-Options” header to “DENY” (not allowing Airflow to be used in an iframe). When you set it to “false”, the header was not added, so Airflow could be embedded in an iframe. By default Airflow could not be embedded in an iframe.

In Airflow 2.2.5 there was a bug introduced that made it impossible to disable Airflow to work in iframe. No matter what the configuration was set, it was possible to embed Airflow in an iframe.

Airflow 2.3.0 restores the original meaning to the parameter. If you set it to “true” (default) Airflow can be embedded in an iframe (no header is added), but when you set it to “false” the header is added and Airflow cannot be embedded in an iframe.

New Features

• Add dynamic task mapping (AIP-42)

• New Grid View replaces Tree View (#18675)

• Templated requirements.txt in Python Operators (#17349)

• Allow reuse of decorated tasks (#22941)

• Move the database configuration to a new section (#22284)

• Add SmoothOperator (#22813)

• Make operator’s execution_timeout configurable (#22389)

• Events Timetable (#22332)

• Support dag serialization with custom ti_deps rules (#22698)

• Support log download in task log view (#22804)

• support for continue backfill on failures (#22697)

• Add dag-processor cli command (#22305)

• Add possibility to create users in LDAP mode (#22619)

• Add ignore_first_depends_on_past for scheduled jobs (#22491)

• Update base sensor operator to support XCOM return value (#20656)

• Add an option for run id in the ui trigger screen (#21851)

• Enable JSON serialization for connections (#19857)

• Add REST API endpoint for bulk update of DAGs (#19758)

• Add queue button to click-on-DagRun interface. (#21555)

• Add list-import-errors to airflow dags command (#22084)

• Store callbacks in database if standalone_dag_processor config is True. (#21731)

• Add LocalKubernetesExecutor (#19729)

• Add celery.task_timeout_error metric (#21602)

• Airflow db downgrade cli command (#21596)

• Add ALL_SKIPPED trigger rule (#21662)

• Add db clean CLI command for purging old data (#20838)

• Add celery_logging_level (#21506)

• Support different timeout value for dag file parsing (#21501)

• Support generating SQL script for upgrades (#20962)

• Add option to compress Serialized dag data (#21332)

• Branch python operator decorator (#20860)

• Add Audit Log View to Dag View (#20733)

• Add missing StatsD metric for failing SLA Callback notification (#20924)

• Add ShortCircuitOperator configurability for respecting downstream trigger rules (#20044)

• Allow using Markup in page title in Webserver (#20888)

• Add Listener Plugin API that tracks TaskInstance state changes (#20443)

• Add context var hook to inject more env vars (#20361)

• Add a button to set all tasks to skipped (#20455)

• Cleanup pending pods (#20438)

• Add config to warn public deployment exposure in UI (#18557)

• Log filename template records (#20165)

• Added windows extensions (#16110)

• Showing approximate time until next dag_run in Airflow (#20273)

• Extend config window on UI (#20052)

• Add show dag dependencies feature to CLI (#19985)

• Add cli command for ‘airflow dags reserialize` (#19471)

• Add missing description field to Pool schema(REST API) (#19841)

• Introduce DagRun action to change state to queued. (#19353)

• Add DAG run details page (#19705)

• Add role export/import to cli tools (#18916)

• Adding dag_id_pattern parameter to the /dags endpoint (#18924)

Improvements

• Show schedule_interval/timetable description in UI (#16931)

• Added column duration to DAG runs view (#19482)

• Enable use of custom conn extra fields without prefix (#22607)

• Initialize finished counter at zero (#23080)

• Improve logging of optional provider features messages (#23037)

• Meaningful error message in resolve_template_files (#23027)

• Update ImportError items instead of deleting and recreating them (#22928)

• Add option --skip-init to db reset command (#22989)

• Support importing connections from files with “.yml” extension (#22872)

• Support glob syntax in .airflowignore files (#21392) (#22051)

• Hide pagination when data is a single page (#22963)

• Support for sorting DAGs in the web UI (#22671)

• Speed up has_access decorator by ~200ms (#22858)

• Add XComArg to lazy-imported list of Airflow module (#22862)

• Add more fields to REST API dags/dag_id/details endpoint (#22756)

• Don’t show irrelevant/duplicated/”internal” Task attrs in UI (#22812)

• No need to load whole ti in current_state (#22764)

• Pickle dag exception string fix (#22760)

• Better verification of Localexecutor’s parallelism option (#22711)

• log backfill exceptions to sentry (#22704)

• retry commit on MySQL deadlocks during backfill (#22696)

• Add more fields to REST API get DAG(dags/dag_id) endpoint (#22637)

• Use timetable to generate planned days for current year (#22055)

• Disable connection pool for celery worker (#22493)

• Make date picker label visible in trigger dag view (#22379)

• Expose try_number in airflow vars (#22297)

• Add generic connection type (#22310)

• Add a few more fields to the taskinstance finished log message (#22262)

• Pause auto-refresh if scheduler isn’t running (#22151)

• Show DagModel details. (#21868)

• Add pip_install_options to PythonVirtualenvOperator (#22158)

• Show import error for airflow dags list CLI command (#21991)

• Pause auto-refresh when page is hidden (#21904)

• Default args type check (#21809)

• Enhance magic methods on XComArg for UX (#21882)

• py files don’t have to be checked is_zipfiles in refresh_dag (#21926)

• Fix TaskDecorator type hints (#21881)

• Add ‘Show record’ option for variables (#21342)

• Use DB where possible for quicker airflow dag subcommands (#21793)

• REST API: add rendered fields in task instance. (#21741)

• Change the default auth backend to session (#21640)

• Don’t check if py DAG files are zipped during parsing (#21538)

• Switch XCom implementation to use run_id (#20975)

• Action log on Browse Views (#21569)

• Implement multiple API auth backends (#21472)

• Change logging level details of connection info in get_connection() (#21162)

• Support mssql in airflow db shell (#21511)

• Support config worker_enable_remote_control for celery (#21507)

• Log memory usage in CgroupTaskRunner (#21481)

• Modernize DAG-related URL routes and rename “tree” to “grid” (#20730)

• Move Zombie detection to SchedulerJob (#21181)

• Improve speed to run airflow by 6x (#21438)

• Add more SQL template fields renderers (#21237)

• Simplify fab has access lookup (#19294)

• Log context only for default method (#21244)

• Log trigger status only if at least one is running (#21191)

• Add optional features in providers. (#21074)

• Better multiple_outputs inferral for @task.python (#20800)

• Improve handling of string type and non-attribute template_fields (#21054)

• Remove un-needed deps/version requirements (#20979)

• Correctly specify overloads for TaskFlow API for type-hinting (#20933)

• Introduce notification_sent to SlaMiss view (#20923)

• Rewrite the task decorator as a composition (#20868)

• Add “Greater/Smaller than or Equal” to filters in the browse views (#20602) (#20798)

• Rewrite DAG run retrieval in task command (#20737)

• Speed up creation of DagRun for large DAGs (5k+ tasks) by 25-130% (#20722)

• Make native environment Airflow-flavored like sandbox (#20704)

• Better error when param value has unexpected type (#20648)

• Add filter by state in DagRun REST API (List Dag Runs) (#20485)

• Prevent exponential memory growth in Tasks with custom logging handler (#20541)

• Set default logger in logging Mixin (#20355)

• Reduce deprecation warnings from www (#20378)

• Add hour and minute to time format on x-axis of all charts using nvd3.lineChart (#20002)

• Add specific warning when Task asks for more slots than pool defined with (#20178)

• UI: Update duration column for better human readability (#20112)

• Use Viewer role as example public role (#19215)

• Properly implement DAG param dict copying (#20216)

• ShortCircuitOperator push XCom by returning python_callable result (#20071)

• Add clear logging to tasks killed due to a Dagrun timeout (#19950)

• Change log level for Zombie detection messages (#20204)

• Better confirmation prompts (#20183)

• Only execute TIs of running DagRuns (#20182)

• Check and run migration in commands if necessary (#18439)

• Log only when Zombies exists (#20118)

• Increase length of the email and username (#19932)

• Add more filtering options for TI’s in the UI (#19910)

• Dynamically enable “Test Connection” button by connection type (#19792)

• Avoid littering postgres server logs with “could not obtain lock” with HA schedulers (#19842)

• Renamed Connection.get_hook parameter to make it the same as in SqlSensor and SqlOperator. (#19849)

• Add hook_params in SqlSensor using the latest changes from PR #18718. (#18431)

• Speed up webserver boot time by delaying provider initialization (#19709)

• Configurable logging of XCOM value in PythonOperator (#19378)

• Minimize production js files (#19658)

• Add hook_params in BaseSqlOperator (#18718)

• Add missing “end_date” to hash components (#19281)

• More friendly output of the airflow plugins command + add timetables (#19298)

• Add sensor default timeout config (#19119)

• Update taskinstance REST API schema to include dag_run_id field (#19105)

• Adding feature in bash operator to append the user defined env variable to system env variable (#18944)

• Duplicate Connection: Added logic to query if a connection id exists before creating one (#18161)

Bug Fixes

• Use inherited ‘trigger_tasks’ method (#23016)

• In DAG dependency detector, use class type instead of class name (#21706)

• Fix tasks being wrongly skipped by schedule_after_task_execution (#23181)

• Fix X-Frame enabled behaviour (#23222)

• Allow extra to be nullable in connection payload as per schema(REST API). (#23183)

• Fix dag_id extraction for dag level access checks in web ui (#23015)

• Fix timezone display for logs on UI (#23075)

• Include message in graph errors (#23021)

• Change trigger dropdown left position (#23013)

• Don’t add planned tasks for legacy DAG runs (#23007)

• Add dangling rows check for TaskInstance references (#22924)

• Validate the input params in connection CLI command (#22688)

• Fix trigger event payload is not persisted in db (#22944)

• Drop “airflow moved” tables in command db reset (#22990)

• Add max width to task group tooltips (#22978)

• Add template support for external_task_ids. (#22809)

• Allow DagParam to hold falsy values (#22964)

• Fix regression in pool metrics (#22939)

• Priority order tasks even when using pools (#22483)

• Do not clear XCom when resuming from deferral (#22932)

• Handle invalid JSON metadata in get_logs_with_metadata endpoint. (#22898)

• Fix pre-upgrade check for rows dangling w.r.t. dag_run (#22850)

• Fixed backfill interference with scheduler (#22701)

• Support conf param override for backfill runs (#22837)

• Correctly interpolate pool name in PoolSlotsAvailableDep statues (#22807)

• Fix email_on_failure with render_template_as_native_obj (#22770)

• Fix processor cleanup on DagFileProcessorManager (#22685)

• Prevent meta name clash for task instances (#22783)

• remove json parse for gantt chart (#22780)

• Check for missing dagrun should know version (#22752)

• Fixes ScheduleInterval spec (#22635)

• Fixing task status for non-running and non-committed tasks (#22410)

• Do not log the hook connection details even at DEBUG level (#22627)

• Stop crashing when empty logs are received from kubernetes client (#22566)

• Fix bugs about timezone change (#22525)

• Fix entire DAG stops when one task has end_date (#20920)

• Use logger to print message during task execution. (#22488)

• Make sure finalizers are not skipped during exception handling (#22475)

• update smart sensor docs and minor fix on is_smart_sensor_compatible() (#22386)

• Fix run_id k8s and elasticsearch compatibility with Airflow 2.1 (#22385)

• Allow to except_skip None on BranchPythonOperator (#20411)

• Fix incorrect datetime details (DagRun views) (#21357)

• Remove incorrect deprecation warning in secrets backend (#22326)

• Remove RefreshConfiguration workaround for K8s token refreshing (#20759)

• Masking extras in GET /connections/<connection> endpoint (#22227)

• Set queued_dttm when submitting task to directly to executor (#22259)

• Addressed some issues in the tutorial mentioned in discussion #22233 (#22236)

• Change default python executable to python3 for docker decorator (#21973)

• Don’t validate that Params are JSON when NOTSET (#22000)

• Add per-DAG delete permissions (#21938)

• Fix handling some None parameters in kubernetes 23 libs. (#21905)

• Fix handling of empty (None) tags in bulk_write_to_db (#21757)

• Fix DAG date range bug (#20507)

• Removed request.referrer from views.py (#21751)

• Make DbApiHook use get_uri from Connection (#21764)

• Fix some migrations (#21670)

• [de]serialize resources on task correctly (#21445)

• Add params dag_id, task_id etc to XCom.serialize_value (#19505)

• Update test connection functionality to use custom form fields (#21330)

• fix all “high” npm vulnerabilities (#21526)

• Fix bug incorrectly removing action from role, rather than permission. (#21483)

• Fix relationship join bug in FAB/SecurityManager with SQLA 1.4 (#21296)

• Use Identity instead of Sequence in SQLAlchemy 1.4 for MSSQL (#21238)

• Ensure on_task_instance_running listener can get at task (#21157)

• Return to the same place when triggering a DAG (#20955)

• Fix task ID deduplication in @task_group (#20870)

• Add downgrade to some FAB migrations (#20874)

• Only validate Params when DAG is triggered (#20802)

• Fix airflow trigger cli (#20781)

• Fix task instances iteration in a pool to prevent blocking (#20816)

• Allow depending to a @task_group as a whole (#20671)

• Use original task’s start_date if a task continues after deferral (#20062)

• Disabled edit button in task instances list view page (#20659)

• Fix a package name import error (#20519) (#20519)

• Remove execution_date label when get cleanup pods list (#20417)

• Remove unneeded FAB REST API endpoints (#20487)

• Fix parsing of Cloudwatch log group arn containing slashes (#14667) (#19700)

• Sanity check for MySQL’s TIMESTAMP column (#19821)

• Allow using default celery command group with executors subclassed from Celery-based executors. (#18189)

• Move class_permission_name to mixin so it applies to all classes (#18749)

• Adjust trimmed_pod_id and replace ‘.’ with ‘-‘ (#19036)

• Pass custom_headers to send_email and send_email_smtp (#19009)

• Ensure catchup=False is used in example dags (#19396)

• Edit permalinks in OpenApi description file (#19244)

• Navigate directly to DAG when selecting from search typeahead list (#18991)

• [Minor] Fix padding on home page (#19025)

Doc only changes

• Update doc for DAG file processing (#23209)

• Replace changelog/updating with release notes and towncrier now (#22003)

• Fix wrong reference in tracking-user-activity.rst (#22745)

• Remove references to rbac = True from docs (#22725)

• Doc: Update description for executor-bound dependencies (#22601)

• Update check-health.rst (#22372)

• Stronger language about Docker Compose customizability (#22304)

• Update logging-tasks.rst (#22116)

• Add example config of sql_alchemy_connect_args (#22045)

• Update best-practices.rst (#22053)

• Add information on DAG pausing/deactivation/deletion (#22025)

• Add brief examples of integration test dags you might want (#22009)

• Run inclusive language check on CHANGELOG (#21980)

• Add detailed email docs for Sendgrid (#21958)

• Add docs for db upgrade / db downgrade (#21879)

• Update modules_management.rst (#21889)

• Fix UPDATING section on SqlAlchemy 1.4 scheme changes (#21887)

• Update TaskFlow tutorial doc to show how to pass “operator-level” args. (#21446)

• Fix doc - replace decreasing by increasing (#21805)

• Add another way to dynamically generate DAGs to docs (#21297)

• Add extra information about time synchronization needed (#21685)

• Update debug.rst docs (#21246)

• Replaces the usage of postgres:// with postgresql:// (#21205)

• Fix task execution process in CeleryExecutor docs (#20783)

Misc/Internal

• Bring back deprecated security manager functions (#23243)

• Replace usage of DummyOperator with EmptyOperator (#22974)

• Deprecate DummyOperator in favor of EmptyOperator (#22832)

• Remove unnecessary python 3.6 conditionals (#20549)

• Bump moment from 2.29.1 to 2.29.2 in /airflow/www (#22873)

• Bump prismjs from 1.26.0 to 1.27.0 in /airflow/www (#22823)

• Bump nanoid from 3.1.23 to 3.3.2 in /airflow/www (#22803)

• Bump minimist from 1.2.5 to 1.2.6 in /airflow/www (#22798)

• Remove dag parsing from db init command (#22531)

• Update our approach for executor-bound dependencies (#22573)

• Use Airflow.Base.metadata in FAB models (#22353)

• Limit docutils to make our documentation pretty again (#22420)

• Add Python 3.10 support (#22050)

• [FEATURE] add 1.22 1.23 K8S support (#21902)

• Remove pandas upper limit now that SQLA is 1.4+ (#22162)

• Patch sql_alchemy_conn if old postgres scheme used (#22333)

• Protect against accidental misuse of XCom.get_value() (#22244)

• Order filenames for migrations (#22168)

• Don’t try to auto generate migrations for Celery tables (#22120)

• Require SQLAlchemy 1.4 (#22114)

• bump sphinx-jinja (#22101)

• Add compat shim for SQLAlchemy to avoid warnings (#21959)

• Rename xcom.dagrun_id to xcom.dag_run_id (#21806)

• Deprecate non-JSON conn.extra (#21816)

• Bump upper bound version of jsonschema to 5.0 (#21712)

• Deprecate helper utility days_ago (#21653)

• Remove `:type` lines now sphinx-autoapi supports type hints (#20951)

• Silence deprecation warning in tests (#20900)

• Use DagRun.run_id instead of execution_date when updating state of TIs (UI & REST API) (#18724)

• Add Context stub to Airflow packages (#20817)

• Update Kubernetes library version (#18797)

• Rename PodLauncher to PodManager (#20576)

• Removes Python 3.6 support (#20467)

• Add deprecation warning for non-json-serializable params (#20174)

• Rename TaskMixin to DependencyMixin (#20297)

• Deprecate passing execution_date to XCom methods (#19825)

• Remove get_readable_dags and get_editable_dags, and get_accessible_dags. (#19961)

• Remove postgres 9.6 support (#19987)

• Removed hardcoded connection types. Check if hook is instance of DbApiHook. (#19639)

• add kubernetes 1.21 support (#19557)

• Add FAB base class and set import_name explicitly. (#19667)

• Removes unused state transitions to handle auto-changing view permissions. (#19153)

• Chore: Use enum for __var and __type members (#19303)

• Use fab models (#19121)

• Consolidate method names between Airflow Security Manager and FAB default (#18726)

• Remove distutils usages for Python 3.10 (#19064)

• Removing redundant max_tis_per_query initialisation on SchedulerJob (#19020)

• Remove deprecated usage of init_role() from API (#18820)

• Remove duplicate code on dbapi hook (#18821)

Airflow 2.2.5, (2022-04-04)

Significant Changes

No significant changes.

Bug Fixes

• Check and disallow a relative path for sqlite (#22530)

• Fixed dask executor and tests (#22027)

• Fix broken links to celery documentation (#22364)

• Fix incorrect data provided to tries & landing times charts (#21928)

• Fix assignment of unassigned triggers (#21770)

• Fix triggerer --capacity parameter (#21753)

• Fix graph auto-refresh on page load (#21736)

• Fix filesystem sensor for directories (#21729)

• Fix stray order_by(TaskInstance.execution_date) (#21705)

• Correctly handle multiple ‘=’ in LocalFileSystem secrets. (#21694)

• Log exception in local executor (#21667)

• Disable default_pool delete on web ui (#21658)

• Extends typing-extensions to be installed with python 3.8+ #21566 (#21567)

• Dispose unused connection pool (#21565)

• Fix logging JDBC SQL error when task fails (#21540)

• Filter out default configs when overrides exist. (#21539)

• Fix Resources __eq__ check (#21442)

• Fix max_active_runs=1 not scheduling runs when min_file_process_interval is high (#21413)

• Reduce DB load incurred by Stale DAG deactivation (#21399)

• Fix race condition between triggerer and scheduler (#21316)

• Fix trigger dag redirect from task instance log view (#21239)

• Log traceback in trigger exceptions (#21213)

• A trigger might use a connection; make sure we mask passwords (#21207)

• Update ExternalTaskSensorLink to handle templated external_dag_id (#21192)

• Ensure clear_task_instances sets valid run state (#21116)

• Fix: Update custom connection field processing (#20883)

• Truncate stack trace to DAG user code for exceptions raised during execution (#20731)

• Fix duplicate trigger creation race condition (#20699)

• Fix Tasks getting stuck in scheduled state (#19747)

• Fix: Do not render undefined graph edges (#19684)

• Set X-Frame-Options header to DENY only if X_FRAME_ENABLED is set to true. (#19491)

Doc only changes

• adding on_execute_callback to callbacks docs (#22362)

• Add documentation on specifying a DB schema. (#22347)

• Fix postgres part of pipeline example of tutorial (#21586)

• Extend documentation for states of DAGs & tasks and update trigger rules docs (#21382)

• DB upgrade is required when updating Airflow (#22061)

• Remove misleading MSSQL information from the docs (#21998)

Misc

• Add the new Airflow Trove Classifier to setup.cfg (#22241)

• Rename to_delete to to_cancel in TriggerRunner (#20658)

• Update Flask-AppBuilder to 3.4.5 (#22596)

Airflow 2.2.4, (2022-02-22)

Significant Changes

Smart sensors deprecated

Smart sensors, an “early access” feature added in Airflow 2, are now deprecated and will be removed in Airflow 2.4.0. They have been superseded by Deferrable Operators, added in Airflow 2.2.0.

See Migrating to Deferrable Operators for details on how to migrate.

Bug Fixes

• Adding missing login provider related methods from Flask-Appbuilder (#21294)

• Fix slow DAG deletion due to missing dag_id index for job table (#20282)

• Add a session backend to store session data in the database (#21478)

• Show task status only for running dags or only for the last finished dag (#21352)

• Use compat data interval shim in log handlers (#21289)

• Fix mismatch in generated run_id and logical date of DAG run (#18707)

• Fix TriggerDagRunOperator extra link (#19410)

• Add possibility to create user in the Remote User mode (#19963)

• Avoid deadlock when rescheduling task (#21362)

• Fix the incorrect scheduling time for the first run of dag (#21011)

• Fix Scheduler crash when executing task instances of missing DAG (#20349)

• Deferred tasks does not cancel when DAG is marked fail (#20649)

• Removed duplicated dag_run join in Dag.get_task_instances() (#20591)

• Avoid unintentional data loss when deleting DAGs (#20758)

• Fix session usage in /rendered-k8s view (#21006)

• Fix airflow dags backfill --reset-dagruns errors when run twice (#21062)

• Do not set TaskInstance.max_tries in refresh_from_task (#21018)

• Don’t require dag_id in body in dagrun REST API endpoint (#21024)

• Add Roles from Azure OAUTH Response in internal Security Manager (#20707)

• Allow Viewing DagRuns and TIs if a user has DAG “read” perms (#20663)

• Fix running airflow dags test <dag_id> <execution_dt> results in error when run twice (#21031)

• Switch to non-vendored latest connexion library (#20910)

• Bump flask-appbuilder to >=3.3.4 (#20628)

• upgrade celery to 5.2.3 (#19703)

• Bump croniter from <1.1 to <1.2 (#20489)

• Avoid calling DAG.following_schedule() for TaskInstance.get_template_context() (#20486)

• Fix(standalone): Remove hardcoded Webserver port (#20429)

• Remove unnecessary logging in experimental API (#20356)

• Un-ignore DeprecationWarning (#20322)

• Deepcopying Kubernetes Secrets attributes causing issues (#20318)

• Fix(dag-dependencies): fix arrow styling (#20303)

• Adds retry on taskinstance retrieval lock (#20030)

• Correctly send timing metrics when using dogstatsd (fix schedule_delay metric) (#19973)

• Enhance multiple_outputs inference of dict typing (#19608)

• Fixing Amazon SES email backend (#18042)

• Pin MarkupSafe until we are able to upgrade Flask/Jinja (#21664)

Doc only changes

• Added explaining concept of logical date in DAG run docs (#21433)

• Add note about Variable precedence with env vars (#21568)

• Update error docs to include before_send option (#21275)

• Augment xcom docs (#20755)

• Add documentation and release policy on “latest” constraints (#21093)

• Add a link to the DAG model in the Python API reference (#21060)

• Added an enum param example (#20841)

• Compare taskgroup and subdag (#20700)

• Add note about reserved params keyword (#20640)

• Improve documentation on Params (#20567)

• Fix typo in MySQL Database creation code (Set up DB docs) (#20102)

• Add requirements.txt description (#20048)

• Clean up default_args usage in docs (#19803)

• Add docker-compose explanation to conn localhost (#19076)

• Update CSV ingest code for tutorial (#18960)

• Adds Pendulum 1.x -> 2.x upgrade documentation (#18955)

• Clean up dynamic start_date values from docs (#19607)

• Docs for multiple pool slots (#20257)

• Update upgrading.rst with detailed code example of how to resolve post-upgrade warning (#19993)

Misc

• Deprecate some functions in the experimental API (#19931)

• Deprecate smart sensors (#20151)

Airflow 2.2.3, (2021-12-21)

Significant Changes

No significant changes.

Bug Fixes

• Lazy Jinja2 context (#20217)

• Exclude snowflake-sqlalchemy v1.2.5 (#20245)

• Move away from legacy importlib.resources API (#19091)

• Move setgid as the first command executed in forked task runner (#20040)

• Fix race condition when starting DagProcessorAgent (#19935)

• Limit httpx to <0.20.0 (#20218)

• Log provider import errors as debug warnings (#20172)

• Bump minimum required alembic version (#20153)

• Fix log link in gantt view (#20121)

• fixing #19028 by moving chown to use sudo (#20114)

• Lift off upper bound for MarkupSafe (#20113)

• Fix infinite recursion on redact log (#20039)

• Fix db downgrades (#19994)

• Context class handles deprecation (#19886)

• Fix possible reference to undeclared variable (#19933)

• Validate DagRun state is valid on assignment (#19898)

• Workaround occasional deadlocks with MSSQL (#19856)

• Enable task run setting to be able reinitialize (#19845)

• Fix log endpoint for same task (#19672)

• Cast macro datetime string inputs explicitly (#19592)

• Do not crash with stacktrace when task instance is missing (#19478)

• Fix log timezone in task log view (#19342) (#19401)

• Fix: Add taskgroup tooltip to graph view (#19083)

• Rename execution date in forms and tables (#19063)

• Simplify “invalid TI state” message (#19029)

• Handle case of nonexistent file when preparing file path queue (#18998)

• Do not create dagruns for DAGs with import errors (#19367)

• Fix field relabeling when switching between conn types (#19411)

• KubernetesExecutor should default to template image if used (#19484)

• Fix task instance api cannot list task instances with None state (#19487)

• Fix IntegrityError in DagFileProcessor.manage_slas (#19553)

• Declare data interval fields as serializable (#19616)

• Relax timetable class validation (#19878)

• Fix labels used to find queued KubernetesExecutor pods (#19904)

• Fix moved data migration check for MySQL when replication is used (#19999)

Doc only changes

• Warn without tracebacks when example_dags are missing deps (#20295)

• Deferrable operators doc clarification (#20150)

• Ensure the example DAGs are all working (#19355)

• Updating core example DAGs to use TaskFlow API where applicable (#18562)

• Add xcom clearing behaviour on task retries (#19968)

• Add a short chapter focusing on adapting secret format for connections (#19859)

• Add information about supported OS-es for Apache Airflow (#19855)

• Update docs to reflect that changes to the base_log_folder require updating other configs (#19793)

• Disclaimer in KubernetesExecutor pod template docs (#19686)

• Add upgrade note on execution_date -> run_id (#19593)

• Expanding .output operator property information in TaskFlow tutorial doc (#19214)

• Add example SLA DAG (#19563)

• Add a proper example to patch DAG (#19465)

• Add DAG file processing description to Scheduler Concepts (#18954)

• Updating explicit arg example in TaskFlow API tutorial doc (#18907)

• Adds back documentation about context usage in Python/@task (#18868)

• Add release date for when an endpoint/field is added in the REST API (#19203)

• Better pod_template_file examples (#19691)

• Add description on how you can customize image entrypoint (#18915)

• Dags-in-image pod template example should not have dag mounts (#19337)

Airflow 2.2.2 (2021-11-15)

Significant Changes

No significant changes.

Bug Fixes

• Fix bug when checking for existence of a Variable (#19395)

• Fix Serialization when relativedelta is passed as schedule_interval (#19418)

• Fix moving of dangling TaskInstance rows for SQL Server (#19425)

• Fix task instance modal in gantt view (#19258)

• Fix serialization of Params with set data type (#19267)

• Check if job object is None before calling .is_alive() (#19380)

• Task should fail immediately when pod is unprocessable (#19359)

• Fix downgrade for a DB Migration (#19390)

• Only mark SchedulerJobs as failed, not any jobs (#19375)

• Fix message on “Mark as” confirmation page (#19363)

• Bugfix: Check next run exists before reading data interval (#19307)

• Fix MySQL db migration with default encoding/collation (#19268)

• Fix hidden tooltip position (#19261)

• sqlite_default Connection has been hard-coded to /tmp, use gettempdir instead (#19255)

• Fix Toggle Wrap on DAG code page (#19211)

• Clarify “dag not found” error message in CLI (#19338)

• Add Note to SLA regarding schedule_interval (#19173)

• Use execution_date to check for existing DagRun for TriggerDagRunOperator (#18968)

• Add explicit session parameter in PoolSlotsAvailableDep (#18875)

• FAB still requires WTForms<3.0 (#19466)

• Fix missing dagruns when catchup=True (#19528)

Doc only changes

• Add missing parameter documentation for “timetable” (#19282)

• Improve Kubernetes Executor docs (#19339)

• Update image tag used in docker docs

Airflow 2.2.1 (2021-10-29)

Significant Changes

Param’s default value for default removed

Param, introduced in Airflow 2.2.0, accidentally set the default value to None. This default has been removed. If you want None as your default, explicitly set it as such. For example:

Param(None, type=["null", "string"])

Now if you resolve a Param without a default and don’t pass a value, you will get an TypeError. For Example:

Param().resolve()  # raises TypeError

max_queued_runs_per_dag configuration has been removed

The max_queued_runs_per_dag configuration option in [core] section has been removed. Previously, this controlled the number of queued dagrun the scheduler can create in a dag. Now, the maximum number is controlled internally by the DAG’s max_active_runs

Bug Fixes

• Fix Unexpected commit error in SchedulerJob (#19213)

• Add DagRun.logical_date as a property (#19198)

• Clear ti.next_method and ti.next_kwargs on task finish (#19183)

• Faster PostgreSQL db migration to Airflow 2.2 (#19166)

• Remove incorrect type comment in Swagger2Specification._set_defaults classmethod (#19065)

• Add TriggererJob to jobs check command (#19179, #19185)

• Hide tooltip when next run is None (#19112)

• Create TI context with data interval compat layer (#19148)

• Fix queued dag runs changes catchup=False behaviour (#19130, #19145)

• add detailed information to logging when a dag or a task finishes. (#19097)

• Warn about unsupported Python 3.10 (#19060)

• Fix catchup by limiting queued dagrun creation using max_active_runs (#18897)

• Prevent scheduler crash when serialized dag is missing (#19113)

• Don’t install SQLAlchemy/Pendulum adapters for other DBs (#18745)

• Workaround libstdcpp TLS error (#19010)

• Change ds, ts, etc. back to use logical date (#19088)

• Ensure task state doesn’t change when marked as failed/success/skipped (#19095)

• Relax packaging requirement (#19087)

• Rename trigger page label to Logical Date (#19061)

• Allow Param to support a default value of None (#19034)

• Upgrade old DAG/task param format when deserializing from the DB (#18986)

• Don’t bake ENV and _cmd into tmp config for non-sudo (#18772)

• CLI: Fail backfill command before loading DAGs if missing args (#18994)

• BugFix: Null execution date on insert to task_fail violating NOT NULL (#18979)

• Try to move “dangling” rows in db upgrade (#18953)

• Row lock TI query in SchedulerJob._process_executor_events (#18975)

• Sentry before send fallback (#18980)

• Fix XCom.delete error in Airflow 2.2.0 (#18956)

• Check python version before starting triggerer (#18926)

Doc only changes

• Update access control documentation for TaskInstances and DagRuns (#18644)

• Add information about keepalives for managed Postgres (#18850)

• Doc: Add Callbacks Section to Logging & Monitoring (#18842)

• Group PATCH DAGrun together with other DAGRun endpoints (#18885)

Airflow 2.2.0 (2021-10-11)

Significant Changes

Note: Upgrading the database to 2.2.0 or later can take some time to complete, particularly if you have a large task_instance table.

worker_log_server_port configuration has been moved to the logging section.

The worker_log_server_port configuration option has been moved from [celery] section to [logging] section to allow for re-use between different executors.

pandas is now an optional dependency

Previously pandas was a core requirement so when you run pip install apache-airflow it looked for pandas library and installed it if it does not exist.

If you want to install pandas compatible with Airflow, you can use [pandas] extra while installing Airflow, example for Python 3.8 and Airflow 2.1.2:

pip install -U "apache-airflow[pandas]==2.1.2" \
  --constraint https://raw.githubusercontent.com/apache/airflow/constraints-2.1.2/constraints-3.8.txt"

none_failed_or_skipped trigger rule has been deprecated

TriggerRule.NONE_FAILED_OR_SKIPPED is replaced by TriggerRule.NONE_FAILED_MIN_ONE_SUCCESS. This is only name change, no functionality changes made. This change is backward compatible however TriggerRule.NONE_FAILED_OR_SKIPPED will be removed in next major release.

Dummy trigger rule has been deprecated

TriggerRule.DUMMY is replaced by TriggerRule.ALWAYS. This is only name change, no functionality changes made. This change is backward compatible however TriggerRule.DUMMY will be removed in next major release.

DAG concurrency settings have been renamed

[core] dag_concurrency setting in airflow.cfg has been renamed to [core] max_active_tasks_per_dag for better understanding.

It is the maximum number of task instances allowed to run concurrently in each DAG. To calculate the number of tasks that is running concurrently for a DAG, add up the number of running tasks for all DAG runs of the DAG.

This is configurable at the DAG level with max_active_tasks and a default can be set in airflow.cfg as [core] max_active_tasks_per_dag.

Before:

[core]
dag_concurrency = 16

Now:

[core]
max_active_tasks_per_dag = 16

Similarly, DAG.concurrency has been renamed to DAG.max_active_tasks.

Before:

dag = DAG(
    dag_id="example_dag",
    start_date=datetime(2021, 1, 1),
    catchup=False,
    concurrency=3,
)

Now:

dag = DAG(
    dag_id="example_dag",
    start_date=datetime(2021, 1, 1),
    catchup=False,
    max_active_tasks=3,
)

If you are using DAGs Details API endpoint, use max_active_tasks instead of concurrency.

Task concurrency parameter has been renamed

BaseOperator.task_concurrency has been deprecated and renamed to max_active_tis_per_dag for better understanding.

This parameter controls the number of concurrent running task instances across dag_runs per task.

Before:

with DAG(dag_id="task_concurrency_example"):
    BashOperator(task_id="t1", task_concurrency=2, bash_command="echo Hi")

After:

with DAG(dag_id="task_concurrency_example"):
    BashOperator(task_id="t1", max_active_tis_per_dag=2, bash_command="echo Hi")

processor_poll_interval config have been renamed to scheduler_idle_sleep_time

[scheduler] processor_poll_interval setting in airflow.cfg has been renamed to [scheduler] scheduler_idle_sleep_time for better understanding.

It controls the ‘time to sleep’ at the end of the Scheduler loop if nothing was scheduled inside SchedulerJob.

Before:

[scheduler]
processor_poll_interval = 16

Now:

[scheduler]
scheduler_idle_sleep_time = 16

Marking success/failed automatically clears failed downstream tasks

When marking a task success/failed in Graph View, its downstream tasks that are in failed/upstream_failed state are automatically cleared.

[core] store_dag_code has been removed

While DAG Serialization is a strict requirements since Airflow 2, we allowed users to control where the Webserver looked for when showing the Code View.

If [core] store_dag_code was set to True, the Scheduler stored the code in the DAG file in the DB (in dag_code table) as a plain string, and the webserver just read it from the same table. If the value was set to False, the webserver read it from the DAG file.

While this setting made sense for Airflow < 2, it caused some confusion to some users where they thought this setting controlled DAG Serialization.

From Airflow 2.2, Airflow will only look for DB when a user clicks on Code View for a DAG.

Clearing a running task sets its state to RESTARTING

Previously, clearing a running task sets its state to SHUTDOWN. The task gets killed and goes into FAILED state. After #16681, clearing a running task sets its state to RESTARTING. The task is eligible for retry without going into FAILED state.

Remove TaskInstance.log_filepath attribute

This method returned incorrect values for a long time, because it did not take into account the different logger configuration and task retries. We have also started supporting more advanced tools that don’t use files, so it is impossible to determine the correct file path in every case e.g. Stackdriver doesn’t use files but identifies logs based on labels. For this reason, we decided to delete this attribute.

If you need to read logs, you can use airflow.utils.log.log_reader.TaskLogReader class, which does not have the above restrictions.

If a sensor times out, it will not retry

Previously, a sensor is retried when it times out until the number of retries are exhausted. So the effective timeout of a sensor is timeout * (retries + 1). This behaviour is now changed. A sensor will immediately fail without retrying if timeout is reached. If it’s desirable to let the sensor continue running for longer time, set a larger timeout instead.

Default Task Pools Slots can be set using [core] default_pool_task_slot_count

By default tasks are running in default_pool. default_pool is initialized with 128 slots and user can change the number of slots through UI/CLI/API for an existing deployment.

For new deployments, you can use default_pool_task_slot_count setting in [core] section. This setting would not have any effect in an existing deployment where the default_pool already exists.

Previously this was controlled by non_pooled_task_slot_count in [core] section, which was not documented.

Webserver DAG refresh buttons removed

Now that the DAG parser syncs DAG permissions there is no longer a need for manually refreshing DAGs. As such, the buttons to refresh a DAG have been removed from the UI.

In addition, the /refresh and /refresh_all webserver endpoints have also been removed.

TaskInstances now require a DagRun

Under normal operation every TaskInstance row in the database would have DagRun row too, but it was possible to manually delete the DagRun and Airflow would still schedule the TaskInstances.

In Airflow 2.2 we have changed this and now there is a database-level foreign key constraint ensuring that every TaskInstance has a DagRun row.

Before updating to this 2.2 release you will have to manually resolve any inconsistencies (add back DagRun rows, or delete TaskInstances) if you have any “dangling” TaskInstance” rows.

As part of this change the clean_tis_without_dagrun_interval config option under [scheduler] section has been removed and has no effect.

TaskInstance and TaskReschedule now define run_id instead of execution_date

As a part of the TaskInstance-DagRun relation change, the execution_date columns on TaskInstance and TaskReschedule have been removed from the database, and replaced by association proxy fields at the ORM level. If you access Airflow’s metadatabase directly, you should rewrite the implementation to use the run_id columns instead.

Note that Airflow’s metadatabase definition on both the database and ORM levels are considered implementation detail without strict backward compatibility guarantees.

DaskExecutor - Dask Worker Resources and queues

If dask workers are not started with complementary resources to match the specified queues, it will now result in an AirflowException, whereas before it would have just ignored the queue argument.

New Features

• AIP-39: Add (customizable) Timetable class to Airflow for richer scheduling behaviour (#15397, #16030, #16352, #17030, #17122, #17414, #17552, #17755, #17989, #18084, #18088, #18244, #18266, #18420, #18434, #18421, #18475, #18499, #18573, #18522, #18729, #18706, #18742, #18786, #18804)

• AIP-40: Add Deferrable “Async” Tasks (#15389, #17564, #17565, #17601, #17745, #17747, #17748, #17875, #17876, #18129, #18210, #18214, #18552, #18728, #18414)

• Add a Docker Taskflow decorator (#15330, #18739)

• Add Airflow Standalone command (#15826)

• Display alert messages on dashboard from local settings (#18284)

• Advanced Params using json-schema (#17100)

• Ability to test connections from UI or API (#15795, #18750)

• Add Next Run to UI (#17732)

• Add default weight rule configuration option (#18627)

• Add a calendar field to choose the execution date of the DAG when triggering it (#16141)

• Allow setting specific cwd for BashOperator (#17751)

• Show import errors in DAG views (#17818)

• Add pre/post execution hooks [Experimental] (#17576)

• Added table to view providers in Airflow ui under admin tab (#15385)

• Adds secrets backend/logging/auth information to provider yaml (#17625)

• Add date format filters to Jinja environment (#17451)

• Introduce RESTARTING state (#16681)

• Webserver: Unpause DAG on manual trigger (#16569)

• API endpoint to create new user (#16609)

• Add insert_args for support transfer replace (#15825)

• Add recursive flag to glob in filesystem sensor (#16894)

• Add conn to jinja template context (#16686)

• Add default_args for TaskGroup (#16557)

• Allow adding duplicate connections from UI (#15574)

• Allow specifying multiple URLs via the CORS config option (#17941)

• Implement API endpoint for DAG deletion (#17980)

• Add DAG run endpoint for marking a dagrun success or failed(#17839)

• Add support for kinit options [-f|-F] and [-a|-A] (#17816)

• Queue support for DaskExecutor using Dask Worker Resources (#16829, #18720)

• Make auto refresh interval configurable (#18107)

Improvements

• Small improvements for Airflow UI (#18715, #18795)

• Rename processor_poll_interval to scheduler_idle_sleep_time (#18704)

• Check the allowed values for the logging level (#18651)

• Fix error on triggering a dag that doesn’t exist using dagrun_conf (#18655)

• Add muldelete action to TaskInstanceModelView (#18438)

• Avoid importing DAGs during clean DB installation (#18450)

• Require can_edit on DAG privileges to modify TaskInstances and DagRuns (#16634)

• Make Kubernetes job description fit on one log line (#18377)

• Always draw borders if task instance state is null or undefined (#18033)

• Inclusive Language (#18349)

• Improved log handling for zombie tasks (#18277)

• Adding Variable.update method and improving detection of variable key collisions (#18159)

• Add note about params on trigger DAG page (#18166)

• Change TaskInstance and TaskReschedule PK from execution_date to run_id (#17719)

• Adding TaskGroup support in BaseOperator.chain() (#17456)

• Allow filtering DAGS by tags in the REST API (#18090)

• Optimize imports of Providers Manager (#18052)

• Adds capability of Warnings for incompatible community providers (#18020)

• Serialize the template_ext attribute to show it in UI (#17985)

• Add robots.txt and X-Robots-Tag header (#17946)

• Refactor BranchDayOfWeekOperator, DayOfWeekSensor (#17940)

• Update error message to guide the user into self-help mostly (#17929)

• Update to Celery 5 (#17397)

• Add links to provider’s documentation (#17736)

• Remove Marshmallow schema warnings (#17753)

• Rename none_failed_or_skipped by none_failed_min_one_success trigger rule (#17683)

• Remove [core] store_dag_code & use DB to get Dag Code (#16342)

• Rename task_concurrency to max_active_tis_per_dag (#17708)

• Import Hooks lazily individually in providers manager (#17682)

• Adding support for multiple task-ids in the external task sensor (#17339)

• Replace execution_date with run_id in airflow tasks run command (#16666)

• Make output from users cli command more consistent (#17642)

• Open relative extra links in place (#17477)

• Move worker_log_server_port option to the logging section (#17621)

• Use gunicorn to serve logs generated by worker (#17591)

• Improve validation of Group id (#17578)

• Simplify 404 page (#17501)

• Add XCom.clear so it’s hookable in custom XCom backend (#17405)

• Add deprecation notice for SubDagOperator (#17488)

• Support DAGS folder being in different location on scheduler and runners (#16860)

• Remove /dagrun/create and disable edit form generated by F.A.B (#17376)

• Enable specifying dictionary paths in template_fields_renderers (#17321)

• error early if virtualenv is missing (#15788)

• Handle connection parameters added to Extra and custom fields (#17269)

• Fix airflow celery stop to accept the pid file. (#17278)

• Remove DAG refresh buttons (#17263)

• Deprecate dummy trigger rule in favor of always (#17144)

• Be verbose about failure to import airflow_local_settings (#17195)

• Include exit code in AirflowException str when BashOperator fails. (#17151)

• Adding EdgeModifier support for chain() (#17099)

• Only allows supported field types to be used in custom connections (#17194)

• Secrets backend failover (#16404)

• Warn on Webserver when using SQLite or SequentialExecutor (#17133)

• Extend init_containers defined in pod_override (#17537)

• Client-side filter dag dependencies (#16253)

• Improve executor validation in CLI (#17071)

• Prevent running airflow db init/upgrade migrations and setup in parallel. (#17078)

• Update chain() and cross_downstream() to support XComArgs (#16732)

• Improve graph view refresh (#16696)

• When a task instance fails with exception, log it (#16805)

• Set process title for serve-logs and LocalExecutor (#16644)

• Rename test_cycle to check_cycle (#16617)

• Add schema as DbApiHook instance attribute (#16521, #17423)

• Improve compatibility with MSSQL (#9973)

• Add transparency for unsupported connection type (#16220)

• Call resource based fab methods (#16190)

• Format more dates with timezone (#16129)

• Replace deprecated dag.sub_dag with dag.partial_subset (#16179)

• Treat AirflowSensorTimeout as immediate failure without retrying (#12058)

• Marking success/failed automatically clears failed downstream tasks (#13037)

• Add close/open indicator for import dag errors (#16073)

• Add collapsible import errors (#16072)

• Always return a response in TI’s action_clear view (#15980)

• Add cli command to delete user by email (#15873)

• Use resource and action names for FAB permissions (#16410)

• Rename DAG concurrency ([core] dag_concurrency) settings for easier understanding (#16267, #18730)

• Calendar UI improvements (#16226)

• Refactor: SKIPPED should not be logged again as SUCCESS (#14822)

• Remove version limits for dnspython (#18046, #18162)

• Accept custom run ID in TriggerDagRunOperator (#18788)

Bug Fixes

• Make REST API patch user endpoint work the same way as the UI (#18757)

• Properly set start_date for cleared tasks (#18708)

• Ensure task_instance exists before running update on its state(REST API) (#18642)

• Make AirflowDateTimePickerWidget a required field (#18602)

• Retry deadlocked transactions on deleting old rendered task fields (#18616)

• Fix retry_exponential_backoff divide by zero error when retry delay is zero (#17003)

• Improve how UI handles datetimes (#18611, #18700)

• Bugfix: dag_bag.get_dag should return None, not raise exception (#18554)

• Only show the task modal if it is a valid instance (#18570)

• Fix accessing rendered {{ task.x }} attributes from within templates (#18516)

• Add missing email type of connection (#18502)

• Don’t use flash for “same-page” UI messages. (#18462)

• Fix task group tooltip (#18406)

• Properly fix dagrun update state endpoint (#18370)

• Properly handle ti state difference between executor and scheduler (#17819)

• Fix stuck “queued” tasks in KubernetesExecutor (#18152)

• Don’t permanently add zip DAGs to sys.path (#18384)

• Fix random deadlocks in MSSQL database (#18362)

• Deactivating DAGs which have been removed from files (#17121)

• When syncing dags to db remove dag_tag rows that are now unused (#8231)

• Graceful scheduler shutdown on error (#18092)

• Fix mini scheduler not respecting wait_for_downstream dep (#18338)

• Pass exception to run_finished_callback for Debug Executor (#17983)

• Make XCom.get_one return full, not abbreviated values (#18274)

• Use try/except when closing temporary file in task_runner (#18269)

• show next run if not none (#18273)

• Fix DB session handling in XCom.set (#18240)

• Fix external_executor_id not being set for manually run jobs (#17207)

• Fix deleting of zipped Dags in Serialized Dag Table (#18243)

• Return explicit error on user-add for duplicated email (#18224)

• Remove loading dots even when last run data is empty (#18230)

• Swap dag import error dropdown icons (#18207)

• Automatically create section when migrating config (#16814)

• Set encoding to utf-8 by default while reading task logs (#17965)

• Apply parent dag permissions to subdags (#18160)

• Change id collation for MySQL to case-sensitive (#18072)

• Logs task launch exception in StandardTaskRunner (#17967)

• Applied permissions to self._error_file (#15947)

• Fix blank dag dependencies view (#17990)

• Add missing menu access for dag dependencies and configurations pages (#17450)

• Fix passing Jinja templates in DateTimeSensor (#17959)

• Fixing bug which restricted the visibility of ImportErrors (#17924)

• Fix grammar in traceback.html (#17942)

• Fix DagRunState enum query for MySQLdb driver (#17886)

• Fixed button size in “Actions” group. (#17902)

• Only show import errors for DAGs a user can access (#17835)

• Show all import_errors from zip files (#17759)

• fix EXTRA_LOGGER_NAMES param and related docs (#17808)

• Use one interpreter for Airflow and gunicorn (#17805)

• Fix: Mysql 5.7 id utf8mb3 (#14535)

• Fix dag_processing.last_duration metric random holes (#17769)

• Automatically use utf8mb3_general_ci collation for MySQL (#17729)

• fix: filter condition of TaskInstance does not work #17535 (#17548)

• Dont use TaskInstance in CeleryExecutor.trigger_tasks (#16248)

• Remove locks for upgrades in MSSQL (#17213)

• Create virtualenv via python call (#17156)

• Ensure a DAG is acyclic when running DAG.cli() (#17105)

• Translate non-ascii characters (#17057)

• Change the logic of None comparison in model_list template (#16893)

• Have UI and POST /task_instances_state API endpoint have same behaviour (#16539)

• ensure task is skipped if missing sla (#16719)

• Fix direct use of cached_property module (#16710)

• Fix TI success confirm page (#16650)

• Modify return value check in python virtualenv jinja template (#16049)

• Fix dag dependency search (#15924)

• Make custom JSON encoder support Decimal (#16383)

• Bugfix: Allow clearing tasks with just dag_id and empty subdir (#16513)

• Convert port value to a number before calling test connection (#16497)

• Handle missing/null serialized DAG dependencies (#16393)

• Correctly set dag.fileloc when using the @dag decorator (#16384)

• Fix TI success/failure links (#16233)

• Correctly implement autocomplete early return in airflow/www/views.py (#15940)

• Backport fix to allow pickling of Loggers to Python 3.6 (#18798)

• Fix bug that Backfill job fail to run when there are tasks run into reschedule state (#17305, #18806)

Doc only changes

• Update dagbag_size documentation (#18824)

• Update documentation about bundle extras (#18828)

• Fix wrong Postgres search_path set up instructions (#17600)

• Remove AIRFLOW_GID from Docker images (#18747)

• Improve error message for BranchPythonOperator when no task_id to follow (#18471)

• Improve guidance to users telling them what to do on import timeout (#18478)

• Explain scheduler fine-tuning better (#18356)

• Added example JSON for airflow pools import (#18376)

• Add sla_miss_callback section to the documentation (#18305)

• Explain sentry default environment variable for subprocess hook (#18346)

• Refactor installation pages (#18282)

• Improves quick-start docker-compose warnings and documentation (#18164)

• Production-level support for MSSQL (#18382)

• Update non-working example in documentation (#18067)

• Remove default_args pattern + added get_current_context() use for Core Airflow example DAGs (#16866)

• Update max_tis_per_query to better render on the webpage (#17971)

• Adds Github Oauth example with team based authorization (#17896)

• Update docker.rst (#17882)

• Example xcom update (#17749)

• Add doc warning about connections added via env vars (#17915)

• fix wrong documents around upgrade-check.rst (#17903)

• Add Brent to Committers list (#17873)

• Improves documentation about modules management (#17757)

• Remove deprecated metrics from metrics.rst (#17772)

• Make sure “production-readiness” of docker-compose is well explained (#17731)

• Doc: Update Upgrade to v2 docs with Airflow 1.10.x EOL dates (#17710)

• Doc: Replace deprecated param from docstrings (#17709)

• Describe dag owner more carefully (#17699)

• Update note so avoid misinterpretation (#17701)

• Docs: Make DAG.is_active read-only in API (#17667)

• Update documentation regarding Python 3.9 support (#17611)

• Fix MySQL database character set instruction (#17603)

• Document overriding XCom.clear for data lifecycle management (#17589)

• Path correction in docs for airflow core (#17567)

• docs(celery): reworded, add actual multiple queues example (#17541)

• Doc: Add FAQ to speed up parsing with tons of dag files (#17519)

• Improve image building documentation for new users (#17409)

• Doc: Strip unnecessary arguments from MariaDB JIRA URL (#17296)

• Update warning about MariaDB and multiple schedulers (#17287)

• Doc: Recommend using same configs on all Airflow components (#17146)

• Move docs about masking to a new page (#17007)

• Suggest use of Env vars instead of Airflow Vars in best practices doc (#16926)

• Docs: Better description for pod_template_file (#16861)

• Add Aneesh Joseph as Airflow Committer (#16835)

• Docs: Added new pipeline example for the tutorial docs (#16548)

• Remove upstart from docs (#16672)

• Add new committers: Jed and TP (#16671)

• Docs: Fix flask-ouathlib to flask-oauthlib in Upgrading docs (#16320)

• Docs: Fix creating a connection docs (#16312)

• Docs: Fix url for Elasticsearch (#16275)

• Small improvements for README.md files (#16244)

• Fix docs for dag_concurrency (#16177)

• Check syntactic correctness for code-snippets (#16005)

• Add proper link for wheel packages in docs. (#15999)

• Add Docs for default_pool slots (#15997)

• Add memory usage warning in quick-start documentation (#15967)

• Update example KubernetesExecutor git-sync pod template file (#15904)

• Docs: Fix Taskflow API docs (#16574)

• Added new pipeline example for the tutorial docs (#16084)

• Updating the DAG docstring to include render_template_as_native_obj (#16534)

• Update docs on setting up SMTP (#16523)

• Docs: Fix API verb from POST to PATCH (#16511)

Misc/Internal

• Renaming variables to be consistent with code logic (#18685)

• Simplify strings previously split across lines (#18679)

• fix exception string of BranchPythonOperator (#18623)

• Add multiple roles when creating users (#18617)

• Move FABs base Security Manager into Airflow. (#16647)

• Remove unnecessary css state colors (#18461)

• Update boto3 to <1.19 (#18389)

• Improve coverage for airflow.security.kerberos module (#18258)

• Fix Amazon Kinesis test (#18337)

• Fix provider test accessing importlib-resources (#18228)

• Silence warnings in tests from using SubDagOperator (#18275)

• Fix usage of range(len()) to enumerate (#18174)

• Test coverage on the autocomplete view (#15943)

• Add “packaging” to core requirements (#18122)

• Adds LoggingMixins to BaseTrigger (#18106)

• Fix building docs in main builds (#18035)

• Remove upper-limit on tenacity (#17593)

• Remove redundant numpy dependency (#17594)

• Bump mysql-connector-python to latest version (#17596)

• Make pandas an optional core dependency (#17575)

• Add more typing to airflow.utils.helpers (#15582)

• Chore: Some code cleanup in airflow/utils/db.py (#17090)

• Refactor: Remove processor_factory from DAG processing (#16659)

• Remove AbstractDagFileProcessorProcess from dag processing (#16816)

• Update TaskGroup typing (#16811)

• Update click to 8.x (#16779)

• Remove remaining Pylint disables (#16760)

• Remove duplicated try, there is already a try in create_session (#16701)

• Removes pylint from our toolchain (#16682)

• Refactor usage of unneeded function call (#16653)

• Add type annotations to setup.py (#16658)

• Remove SQLAlchemy <1.4 constraint (#16630) (Note: our dependencies still have a requirement on <1.4)

• Refactor dag.clear method (#16086)

• Use DAG_ACTIONS constant (#16232)

• Use updated _get_all_non_dag_permissions method (#16317)

• Add updated-name wrappers for built-in FAB methods (#16077)

• Remove TaskInstance.log_filepath attribute (#15217)

• Removes unnecessary function call in airflow/www/app.py (#15956)

• Move plyvel to google provider extra (#15812)

• Update permission migrations to use new naming scheme (#16400)

• Use resource and action names for FAB (#16380)

• Swap out calls to find_permission_view_menu for get_permission wrapper (#16377)

• Fix deprecated default for fab_logging_level to WARNING (#18783)

• Allow running tasks from UI when using CeleryKubernetesExecutor (#18441)

Airflow 2.1.4 (2021-09-18)

Significant Changes

No significant changes.

Bug Fixes

• Fix deprecation error message rather than silencing it (#18126)

• Limit the number of queued dagruns created by the Scheduler (#18065)

• Fix DagRun execution order from queued to running not being properly followed (#18061)

• Fix max_active_runs not allowing moving of queued dagruns to running (#17945)

• Avoid redirect loop for users with no permissions (#17838)

• Avoid endless redirect loop when user has no roles (#17613)

• Fix log links on graph TI modal (#17862)

• Hide variable import form if user lacks permission (#18000)

• Improve dag/task concurrency check (#17786)

• Fix Clear task instances endpoint resets all DAG runs bug (#17961)

• Fixes incorrect parameter passed to views (#18083) (#18085)

• Fix Sentry handler from LocalTaskJob causing error (#18119)

• Limit colorlog version (6.x is incompatible) (#18099)

• Only show Pause/Unpause tooltip on hover (#17957)

• Improve graph view load time for dags with open groups (#17821)

• Increase width for Run column (#17817)

• Fix wrong query on running tis (#17631)

• Add root to tree refresh url (#17633)

• Do not delete running DAG from the UI (#17630)

• Improve discoverability of Provider packages’ functionality

• Do not let create_dagrun overwrite explicit run_id (#17728)

• Regression on pid reset to allow task start after heartbeat (#17333)

• Set task state to failed when pod is DELETED while running (#18095)

• Advises the kernel to not cache log files generated by Airflow (#18054)

• Sort adopted tasks in _check_for_stalled_adopted_tasks method (#18208)

Doc only changes

• Update version added fields in airflow/config_templates/config.yml (#18128)

• Improve the description of how to handle dynamic task generation (#17963)

• Improve cross-links to operators and hooks references (#17622)

• Doc: Fix replacing Airflow version for Docker stack (#17711)

• Make the providers operators/hooks reference much more usable (#17768)

• Update description about the new connection-types provider meta-data

• Suggest to use secrets backend for variable when it contains sensitive data (#17319)

• Separate Installing from sources section and add more details (#18171)

• Doc: Use closer.lua script for downloading sources (#18179)

• Doc: Improve installing from sources (#18194)

• Improves installing from sources pages for all components (#18251)

Airflow 2.1.3 (2021-08-23)

Significant Changes

No significant changes.

Bug Fixes

• Fix task retries when they receive sigkill and have retries and properly handle sigterm (#16301)

• Fix redacting secrets in context exceptions. (#17618)

• Fix race condition with dagrun callbacks (#16741)

• Add ‘queued’ to DagRunState (#16854)

• Add ‘queued’ state to DagRun (#16401)

• Fix external elasticsearch logs link (#16357)

• Add proper warning message when recorded PID is different from current PID (#17411)

• Fix running tasks with default_impersonation config (#17229)

• Rescue if a DagRun’s DAG was removed from db (#17544)

• Fixed broken json_client (#17529)

• Handle and log exceptions raised during task callback (#17347)

• Fix CLI kubernetes cleanup-pods which fails on invalid label key (#17298)

• Show serialization exceptions in DAG parsing log (#17277)

• Fix: TaskInstance does not show queued_by_job_id & external_executor_id (#17179)

• Adds more explanatory message when SecretsMasker is not configured (#17101)

• Enable the use of __init_subclass__ in subclasses of BaseOperator (#17027)

• Fix task instance retrieval in XCom view (#16923)

• Validate type of priority_weight during parsing (#16765)

• Correctly handle custom deps and task_group during DAG Serialization (#16734)

• Fix slow (cleared) tasks being be adopted by Celery worker. (#16718)

• Fix calculating duration in tree view (#16695)

• Fix AttributeError: datetime.timezone object has no attribute name (#16599)

• Redact conn secrets in webserver logs (#16579)

• Change graph focus to top of view instead of center (#16484)

• Fail tasks in scheduler when executor reports they failed (#15929)

• fix(smart_sensor): Unbound variable errors (#14774)

• Add back missing permissions to UserModelView controls. (#17431)

• Better diagnostics and self-healing of docker-compose (#17484)

• Improve diagnostics message when users have secret_key misconfigured (#17410)

• Stop checking execution_date in task_instance.refresh_from_db (#16809)

Improvements

• Run mini scheduler in LocalTaskJob during task exit (#16289)

• Remove SQLAlchemy<1.4 constraint (#16630)

• Bump Jinja2 upper-bound from 2.12.0 to 4.0.0 (#16595)

• Bump dnspython (#16698)

• Updates to FlaskAppBuilder 3.3.2+ (#17208)

• Add State types for tasks and DAGs (#15285)

• Set Process title for Worker when using LocalExecutor (#16623)

• Move DagFileProcessor and DagFileProcessorProcess out of scheduler_job.py (#16581)

Doc only changes

• Fix inconsistencies in configuration docs (#17317)

• Fix docs link for using SQLite as Metadata DB (#17308)

Misc

• Switch back http provider after requests removes LGPL dependency (#16974)

Airflow 2.1.2 (2021-07-14)

Significant Changes

No significant changes.

Bug Fixes

• Only allow webserver to request from the worker log server (#16754)

• Fix “Invalid JSON configuration, must be a dict” bug (#16648)

• Fix CeleryKubernetesExecutor (#16700)

• Mask value if the key is token (#16474)

• Fix impersonation issue with LocalTaskJob (#16852)

• Resolve all npm vulnerabilities including bumping jQuery to 3.5 (#16440)

Misc

• Add Python 3.9 support (#15515)

Airflow 2.1.1 (2021-07-02)

Significant Changes

activate_dag_runs argument of the function clear_task_instances is replaced with dag_run_state

To achieve the previous default behaviour of clear_task_instances with activate_dag_runs=True, no change is needed. To achieve the previous behaviour of activate_dag_runs=False, pass dag_run_state=False instead. (The previous parameter is still accepted, but is deprecated)

dag.set_dag_runs_state is deprecated

The method set_dag_runs_state is no longer needed after a bug fix in PR: #15382. This method is now deprecated and will be removed in a future version.

Bug Fixes

• Don’t crash attempting to mask secrets in dict with non-string keys (#16601)

• Always install sphinx_airflow_theme from PyPI (#16594)

• Remove limitation for elasticsearch library (#16553)

• Adding extra requirements for build and runtime of the PROD image. (#16170)

• Cattrs 1.7.0 released by the end of May 2021 break lineage usage (#16173)

• Removes unnecessary packages from setup_requires (#16139)

• Pins docutils to <0.17 until breaking behaviour is fixed (#16133)

• Improvements for Docker Image docs (#14843)

• Ensure that dag_run.conf is a dict (#15057)

• Fix CLI connections import and migrate logic from secrets to Connection model (#15425)

• Fix Dag Details start date bug (#16206)

• Fix DAG run state not updated while DAG is paused (#16343)

• Allow null value for operator field in task_instance schema(REST API) (#16516)

• Avoid recursion going too deep when redacting logs (#16491)

• Backfill: Don’t create a DagRun if no tasks match task regex (#16461)

• Tree View UI for larger DAGs & more consistent spacing in Tree View (#16522)

• Correctly handle None returns from Query.scalar() (#16345)

• Adding only_active parameter to /dags endpoint (#14306)

• Don’t show stale Serialized DAGs if they are deleted in DB (#16368)

• Make REST API List DAGs endpoint consistent with UI/CLI behaviour (#16318)

• Support remote logging in elasticsearch with filebeat 7 (#14625)

• Queue tasks with higher priority and earlier execution_date first. (#15210)

• Make task ID on legend have enough width and width of line chart to be 100%. (#15915)

• Fix normalize-url vulnerability (#16375)

• Validate retries value on init for better errors (#16415)

• add num_runs query param for tree refresh (#16437)

• Fix templated default/example values in config ref docs (#16442)

• Add passphrase and private_key to default sensitive field names (#16392)

• Fix tasks in an infinite slots pool were never scheduled (#15247)

• Fix Orphaned tasks stuck in CeleryExecutor as running (#16550)

• Don’t fail to log if we can’t redact something (#16118)

• Set max tree width to 1200 pixels (#16067)

• Fill the “job_id” field for airflow task run without --local/--raw for KubeExecutor (#16108)

• Fixes problem where conf variable was used before initialization (#16088)

• Fix apply defaults for task decorator (#16085)

• Parse recently modified files even if just parsed (#16075)

• Ensure that we don’t try to mask empty string in logs (#16057)

• Don’t die when masking log.exception when there is no exception (#16047)

• Restores apply_defaults import in base_sensor_operator (#16040)

• Fix auto-refresh in tree view When webserver ui is not in / (#16018)

• Fix dag.clear() to set multiple dags to running when necessary (#15382)

• Fix Celery executor getting stuck randomly because of reset_signals in multiprocessing (#15989)

Airflow 2.1.0 (2021-05-21)

Significant Changes

New “deprecated_api” extra

We have a new ‘[deprecated_api]’ extra that should be used when installing airflow when the deprecated API is going to be used. This is now an optional feature of Airflow now because it pulls in requests which (as of 14 May 2021) pulls LGPL chardet dependency.

The http provider is not installed by default

The http provider is now optional and not installed by default, until chardet becomes an optional dependency of requests. See PR to replace chardet with charset-normalizer

@apply_default decorator isn’t longer necessary

This decorator is now automatically added to all operators via the metaclass on BaseOperator

Change the configuration options for field masking

We’ve improved masking for sensitive data in Web UI and logs. As part of it, the following configurations have been changed:

• hide_sensitive_variable_fields option in admin section has been replaced by hide_sensitive_var_conn_fields section in core section,

• sensitive_variable_fields option in admin section has been replaced by sensitive_var_conn_names section in core section.

Deprecated PodDefaults and add_xcom_sidecar in airflow.kubernetes.pod_generator

We have moved PodDefaults from airflow.kubernetes.pod_generator.PodDefaults to airflow.providers.cncf.kubernetes.utils.xcom_sidecar.PodDefaults and moved add_xcom_sidecar from airflow.kubernetes.pod_generator.PodGenerator.add_xcom_sidecarto airflow.providers.cncf.kubernetes.utils.xcom_sidecar.add_xcom_sidecar. This change will allow us to modify the KubernetesPodOperator XCom functionality without requiring airflow upgrades.

Removed pod_launcher from core airflow

Moved the pod launcher from airflow.kubernetes.pod_launcher to airflow.providers.cncf.kubernetes.utils.pod_launcher

This will allow users to update the pod_launcher for the KubernetesPodOperator without requiring an airflow upgrade

Default [webserver] worker_refresh_interval is changed to 6000 seconds

The default value for [webserver] worker_refresh_interval was 30 seconds for Airflow <=2.0.1. However, since Airflow 2.0 DAG Serialization is a hard requirement and the Webserver used the serialized DAGs, there is no need to kill an existing worker and create a new one as frequently as 30 seconds.

This setting can be raised to an even higher value, currently it is set to 6000 seconds (100 minutes) to serve as a DagBag cache burst time.

default_queue configuration has been moved to the operators section.

The default_queue configuration option has been moved from [celery] section to [operators] section to allow for re-use between different executors.

New Features

• Add PythonVirtualenvDecorator to Taskflow API (#14761)

• Add Taskgroup decorator (#15034)

• Create a DAG Calendar View (#15423)

• Create cross-DAG dependencies view (#13199)

• Add rest API to query for providers (#13394)

• Mask passwords and sensitive info in task logs and UI (#15599)

• Add SubprocessHook for running commands from operators (#13423)

• Add DAG Timeout in UI page “DAG Details” (#14165)

• Add WeekDayBranchOperator (#13997)

• Add JSON linter to DAG Trigger UI (#13551)

• Add DAG Description Doc to Trigger UI Page (#13365)

• Add airflow webserver URL into SLA miss email. (#13249)

• Add read only REST API endpoints for users (#14735)

• Add files to generate Airflow’s Python SDK (#14739)

• Add dynamic fields to snowflake connection (#14724)

• Add read only REST API endpoint for roles and permissions (#14664)

• Add new datetime branch operator (#11964)

• Add Google leveldb hook and operator (#13109) (#14105)

• Add plugins endpoint to the REST API (#14280)

• Add worker_pod_pending_timeout support (#15263)

• Add support for labeling DAG edges (#15142)

• Add CUD REST API endpoints for Roles (#14840)

• Import connections from a file (#15177)

• A bunch of template_fields_renderers additions (#15130)

• Add REST API query sort and order to some endpoints (#14895)

• Add timezone context in new ui (#15096)

• Add query mutations to new UI (#15068)

• Add different modes to sort dag files for parsing (#15046)

• Auto refresh on Tree View (#15474)

• BashOperator to raise AirflowSkipException on exit code 99 (by default, configurable) (#13421) (#14963)

• Clear tasks by task ids in REST API (#14500)

• Support jinja2 native Python types (#14603)

• Allow celery workers without gossip or mingle modes (#13880)

• Add airflow jobs check CLI command to check health of jobs (Scheduler etc) (#14519)

• Rename DateTimeBranchOperator to BranchDateTimeOperator (#14720)

Improvements

• Add optional result handler callback to DbApiHook (#15581)

• Update Flask App Builder limit to recently released 3.3 (#15792)

• Prevent creating flask sessions on REST API requests (#15295)

• Sync DAG specific permissions when parsing (#15311)

• Increase maximum length of pool name on Tasks to 256 characters (#15203)

• Enforce READ COMMITTED isolation when using mysql (#15714)

• Auto-apply apply_default to subclasses of BaseOperator (#15667)

• Emit error on duplicated DAG ID (#15302)

• Update KubernetesExecutor pod templates to allow access to IAM permissions (#15669)

• More verbose logs when running airflow db check-migrations (#15662)

• When one_success mark task as failed if no success (#15467)

• Add an option to trigger a dag w/o changing conf (#15591)

• Add Airflow UI instance_name configuration option (#10162)

• Add a decorator to retry functions with DB transactions (#14109)

• Add return to PythonVirtualenvOperator’s execute method (#14061)

• Add verify_ssl config for kubernetes (#13516)

• Add description about secret_key when Webserver > 1 (#15546)

• Add Traceback in LogRecord in JSONFormatter (#15414)

• Add support for arbitrary json in conn uri format (#15100)

• Adds description field in variable (#12413) (#15194)

• Add logs to show last modified in SFTP, FTP and Filesystem sensor (#15134)

• Execute on_failure_callback when SIGTERM is received (#15172)

• Allow hiding of all edges when highlighting states (#15281)

• Display explicit error in case UID has no actual username (#15212)

• Serve logs with Scheduler when using Local or Sequential Executor (#15557)

• Deactivate trigger, refresh, and delete controls on dag detail view. (#14144)

• Turn off autocomplete for connection forms (#15073)

• Increase default worker_refresh_interval to 6000 seconds (#14970)

• Only show User’s local timezone if it’s not UTC (#13904)

• Suppress LOG/WARNING for a few tasks CLI for better CLI experience (#14567)

• Configurable API response (CORS) headers (#13620)

• Allow viewers to see all docs links (#14197)

• Update Tree View date ticks (#14141)

• Make the tooltip to Pause / Unpause a DAG clearer (#13642)

• Warn about precedence of env var when getting variables (#13501)

• Move [celery] default_queue config to [operators] default_queue to re-use between executors (#14699)

Bug Fixes

• Fix 500 error from updateTaskInstancesState API endpoint when dry_run not passed (#15889)

• Ensure that task preceding a PythonVirtualenvOperator doesn’t fail (#15822)

• Prevent mixed case env vars from crashing processes like worker (#14380)

• Fixed type annotations in DAG decorator (#15778)

• Fix on_failure_callback when task receive SIGKILL (#15537)

• Fix dags table overflow (#15660)

• Fix changing the parent dag state on subdag clear (#15562)

• Fix reading from zip package to default to text (#13962)

• Fix wrong parameter for drawDagStatsForDag in dags.html (#13884)

• Fix QueuedLocalWorker crashing with EOFError (#13215)

• Fix typo in NotPreviouslySkippedDep (#13933)

• Fix parallelism after KubeExecutor pod adoption (#15555)

• Fix kube client on mac with keepalive enabled (#15551)

• Fixes wrong limit for dask for python>3.7 (should be <3.7) (#15545)

• Fix Task Adoption in KubernetesExecutor (#14795)

• Fix timeout when using XCom with KubernetesPodOperator (#15388)

• Fix deprecated provider aliases in “extras” not working (#15465)

• Fixed default XCom deserialization. (#14827)

• Fix used_group_ids in dag.partial_subset (#13700) (#15308)

• Further fix trimmed pod_id for KubernetesPodOperator (#15445)

• Bugfix: Invalid name when trimmed pod_id ends with hyphen in KubernetesPodOperator (#15443)

• Fix incorrect slots stats when TI pool_slots > 1 (#15426)

• Fix DAG last run link (#15327)

• Fix sync-perm to work correctly when update_fab_perms = False (#14847)

• Fixes limits on Arrow for plexus test (#14781)

• Fix UI bugs in tree view (#14566)

• Fix AzureDataFactoryHook failing to instantiate its connection (#14565)

• Fix permission error on non-POSIX filesystem (#13121)

• Fix spelling in “ignorable” (#14348)

• Fix get_context_data doctest import (#14288)

• Correct typo in GCSObjectsWtihPrefixExistenceSensor (#14179)

• Fix order of failed deps (#14036)

• Fix critical CeleryKubernetesExecutor bug (#13247)

• Fix four bugs in StackdriverTaskHandler (#13784)

• func.sum may return Decimal that break rest APIs (#15585)

• Persist tags params in pagination (#15411)

• API: Raise AlreadyExists exception when the execution_date is same (#15174)

• Remove duplicate call to sync_metadata inside DagFileProcessorManager (#15121)

• Extra docker-py update to resolve docker op issues (#15731)

• Ensure executors end method is called (#14085)

• Remove user_id from API schema (#15117)

• Prevent clickable bad links on disabled pagination (#15074)

• Acquire lock on db for the time of migration (#10151)

• Skip SLA check only if SLA is None (#14064)

• Print right version in airflow info command (#14560)

• Make airflow info work with pipes (#14528)

• Rework client-side script for connection form. (#14052)

• API: Add CollectionInfo in all Collections that have total_entries (#14366)

• Fix task_instance_mutation_hook when importing airflow.models.dagrun (#15851)

Doc only changes

• Fix docstring of SqlSensor (#15466)

• Small changes on “DAGs and Tasks documentation” (#14853)

• Add note on changes to configuration options (#15696)

• Add docs to the markdownlint and yamllint config files (#15682)

• Rename old “Experimental” API to deprecated in the docs. (#15653)

• Fix documentation error in git_sync_template.yaml (#13197)

• Fix doc link permission name (#14972)

• Fix link to Helm chart docs (#14652)

• Fix docstrings for Kubernetes code (#14605)

• docs: Capitalize & minor fixes (#14283) (#14534)

• Fixed reading from zip package to default to text. (#13984)

• An initial rework of the “Concepts” docs (#15444)

• Improve docstrings for various modules (#15047)

• Add documentation on database connection URI (#14124)

• Add Helm Chart logo to docs index (#14762)

• Create a new documentation package for Helm Chart (#14643)

• Add docs about supported logging levels (#14507)

• Update docs about tableau and salesforce provider (#14495)

• Replace deprecated doc links to the correct one (#14429)

• Refactor redundant doc url logic to use utility (#14080)

• docs: NOTICE: Updated 2016-2019 to 2016-now (#14248)

• Skip DAG perm sync during parsing if possible (#15464)

• Add picture and examples for Edge Labels (#15310)

• Add example DAG & how-to guide for sqlite (#13196)

• Add links to new modules for deprecated modules (#15316)

• Add note in Updating.md about FAB data model change (#14478)

Misc/Internal

• Fix logging.exception redundancy (#14823)

• Bump stylelint to remove vulnerable sub-dependency (#15784)

• Add resolution to force dependencies to use patched version of lodash (#15777)

• Update croniter to 1.0.x series (#15769)

• Get rid of Airflow 1.10 in Breeze (#15712)

• Run helm chart tests in parallel (#15706)

• Bump ssri from 6.0.1 to 6.0.2 in /airflow/www (#15437)

• Remove the limit on Gunicorn dependency (#15611)

• Better “dependency already registered” warning message for tasks #14613 (#14860)

• Pin pandas-gbq to <0.15.0 (#15114)

• Use Pip 21.* to install airflow officially (#15513)

• Bump mysqlclient to support the 1.4.x and 2.x series (#14978)

• Finish refactor of DAG resource name helper (#15511)

• Refactor/Cleanup Presentation of Graph Task and Path Highlighting (#15257)

• Standardize default fab perms (#14946)

• Remove datepicker for task instance detail view (#15284)

• Turn provider’s import warnings into debug logs (#14903)

• Remove left-over fields from required in provider_info schema. (#14119)

• Deprecate tableau extra (#13595)

• Use built-in cached_property on Python 3.8 where possible (#14606)

• Clean-up JS code in UI templates (#14019)

• Bump elliptic from 6.5.3 to 6.5.4 in /airflow/www (#14668)

• Switch to f-strings using flynt. (#13732)

• use jquery ready instead of vanilla js (#15258)

• Migrate task instance log (ti_log) js (#15309)

• Migrate graph js (#15307)

• Migrate dags.html javascript (#14692)

• Removes unnecessary AzureContainerInstance connection type (#15514)

• Separate Kubernetes pod_launcher from core airflow (#15165)

• update remaining old import paths of operators (#15127)

• Remove broken and undocumented “demo mode” feature (#14601)

• Simplify configuration/legibility of Webpack entries (#14551)

• remove inline tree js (#14552)

• Js linting and inline migration for simple scripts (#14215)

• Remove use of repeated constant in AirflowConfigParser (#14023)

• Deprecate email credentials from environment variables. (#13601)

• Remove unused ‘context’ variable in task_instance.py (#14049)

• Disable suppress_logs_and_warning in cli when debugging (#13180)

Airflow 2.0.2 (2021-04-19)

Significant Changes

Default [kubernetes] enable_tcp_keepalive is changed to True

This allows Airflow to work more reliably with some environments (like Azure) by default.

sync-perm CLI no longer syncs DAG specific permissions by default

The sync-perm CLI command will no longer sync DAG specific permissions by default as they are now being handled during DAG parsing. If you need or want the old behavior, you can pass --include-dags to have sync-perm also sync DAG specific permissions.

Bug Fixes

• Bugfix: TypeError when Serializing & sorting iterable properties of DAGs (#15395)

• Fix missing on_load trigger for folder-based plugins (#15208)

• kubernetes cleanup-pods subcommand will only clean up Airflow-created Pods (#15204)

• Fix password masking in CLI action_logging (#15143)

• Fix url generation for TriggerDagRunOperatorLink (#14990)

• Restore base lineage backend (#14146)

• Unable to trigger backfill or manual jobs with Kubernetes executor. (#14160)

• Bugfix: Task docs are not shown in the Task Instance Detail View (#15191)

• Bugfix: Fix overriding pod_template_file in KubernetesExecutor (#15197)

• Bugfix: resources in executor_config breaks Graph View in UI (#15199)

• Fix celery executor bug trying to call len on map (#14883)

• Fix bug in airflow.stats timing that broke dogstatsd mode (#15132)

• Avoid scheduler/parser manager deadlock by using non-blocking IO (#15112)

• Re-introduce dagrun.schedule_delay metric (#15105)

• Compare string values, not if strings are the same object in Kube executor(#14942)

• Pass queue to BaseExecutor.execute_async like in airflow 1.10 (#14861)

• Scheduler: Remove TIs from starved pools from the critical path. (#14476)

• Remove extra/needless deprecation warnings from airflow.contrib module (#15065)

• Fix support for long dag_id and task_id in KubernetesExecutor (#14703)

• Sort lists, sets and tuples in Serialized DAGs (#14909)

• Simplify cleaning string passed to origin param (#14738) (#14905)

• Fix error when running tasks with Sentry integration enabled. (#13929)

• Webserver: Sanitize string passed to origin param (#14738)

• Fix losing duration < 1 secs in tree (#13537)

• Pin SQLAlchemy to <1.4 due to breakage of sqlalchemy-utils (#14812)

• Fix KubernetesExecutor issue with deleted pending pods (#14810)

• Default to Celery Task model when backend model does not exist (#14612)

• Bugfix: Plugins endpoint was unauthenticated (#14570)

• BugFix: fix DAG doc display (especially for TaskFlow DAGs) (#14564)

• BugFix: TypeError in airflow.kubernetes.pod_launcher’s monitor_pod (#14513)

• Bugfix: Fix wrong output of tags and owners in dag detail API endpoint (#14490)

• Fix logging error with task error when JSON logging is enabled (#14456)

• Fix StatsD metrics not sending when using daemon mode (#14454)

• Gracefully handle missing start_date and end_date for DagRun (#14452)

• BugFix: Serialize max_retry_delay as a timedelta (#14436)

• Fix crash when user clicks on “Task Instance Details” caused by start_date being None (#14416)

• BugFix: Fix TaskInstance API call fails if a task is removed from running DAG (#14381)

• Scheduler should not fail when invalid executor_config is passed (#14323)

• Fix bug allowing task instances to survive when dagrun_timeout is exceeded (#14321)

• Fix bug where DAG timezone was not always shown correctly in UI tooltips (#14204)

• Use Lax for cookie_samesite when empty string is passed (#14183)

• [AIRFLOW-6076] fix dag.cli() KeyError (#13647)

• Fix running child tasks in a subdag after clearing a successful subdag (#14776)

Improvements

• Remove unused JS packages causing false security alerts (#15383)

• Change default of [kubernetes] enable_tcp_keepalive for new installs to True (#15338)

• Fixed #14270: Add error message in OOM situations (#15207)

• Better compatibility/diagnostics for arbitrary UID in docker image (#15162)

• Updates 3.6 limits for latest versions of a few libraries (#15209)

• Adds Blinker dependency which is missing after recent changes (#15182)

• Remove ‘conf’ from search_columns in DagRun View (#15099)

• More proper default value for namespace in K8S cleanup-pods CLI (#15060)

• Faster default role syncing during webserver start (#15017)

• Speed up webserver start when there are many DAGs (#14993)

• Much easier to use and better documented Docker image (#14911)

• Use libyaml C library when available. (#14577)

• Don’t create unittest.cfg when not running in unit test mode (#14420)

• Webserver: Allow Filtering TaskInstances by queued_dttm (#14708)

• Update Flask-AppBuilder dependency to allow 3.2 (and all 3.x series) (#14665)

• Remember expanded task groups in browser local storage (#14661)

• Add plain format output to cli tables (#14546)

• Make airflow dags show command display TaskGroups (#14269)

• Increase maximum size of extra connection field. (#12944)

• Speed up clear_task_instances by doing a single sql delete for TaskReschedule (#14048)

• Add more flexibility with FAB menu links (#13903)

• Add better description and guidance in case of sqlite version mismatch (#14209)

Doc only changes

• Add documentation create/update community providers (#15061)

• Fix mistake and typos in airflow.utils.timezone docstrings (#15180)

• Replace new url for Stable Airflow Docs (#15169)

• Docs: Clarify behavior of delete_worker_pods_on_failure (#14958)

• Create a documentation package for Docker image (#14846)

• Multiple minor doc (OpenAPI) fixes (#14917)

• Replace Graph View Screenshot to show Auto-refresh (#14571)

Misc/Internal

• Import Connection lazily in hooks to avoid cycles (#15361)

• Rename last_scheduler_run into last_parsed_time, and ensure it’s updated in DB (#14581)

• Make TaskInstance.pool_slots not nullable with a default of 1 (#14406)

• Log migrations info in consistent way (#14158)

Airflow 2.0.1 (2021-02-08)

Significant Changes

Permission to view Airflow Configurations has been removed from User and Viewer role

Previously, Users with User or Viewer role were able to get/view configurations using the REST API or in the Webserver. From Airflow 2.0.1, only users with Admin or Op role would be able to get/view Configurations.

To allow users with other roles to view configuration, add can read on Configurations permissions to that role.

Note that if [webserver] expose_config is set to False, the API will throw a 403 response even if the user has role with can read on Configurations permission.

Default [celery] worker_concurrency is changed to 16

The default value for [celery] worker_concurrency was 16 for Airflow <2.0.0. However, it was unintentionally changed to 8 in 2.0.0.

From Airflow 2.0.1, we revert to the old default of 16.

Default [scheduler] min_file_process_interval is changed to 30

The default value for [scheduler] min_file_process_interval was 0, due to which the CPU Usage mostly stayed around 100% as the DAG files are parsed constantly.

From Airflow 2.0.0, the scheduling decisions have been moved from DagFileProcessor to Scheduler, so we can keep the default a bit higher: 30.

Bug Fixes

• Bugfix: Return XCom Value in the XCom Endpoint API (#13684)

• Bugfix: Import error when using custom backend and sql_alchemy_conn_secret (#13260)

• Allow PID file path to be relative when daemonize a process (scheduler, kerberos, etc) (#13232)

• Bugfix: no generic DROP CONSTRAINT in MySQL during airflow db upgrade (#13239)

• Bugfix: Sync Access Control defined in DAGs when running sync-perm (#13377)

• Stop sending Callback Requests if no callbacks are defined on DAG (#13163)

• BugFix: Dag-level Callback Requests were not run (#13651)

• Stop creating duplicate Dag File Processors (#13662)

• Filter DagRuns with Task Instances in removed State while Scheduling (#13165)

• Bump datatables.net from 1.10.21 to 1.10.22 in /airflow/www (#13143)

• Bump datatables.net JS to 1.10.23 (#13253)

• Bump dompurify from 2.0.12 to 2.2.6 in /airflow/www (#13164)

• Update minimum cattrs version (#13223)

• Remove inapplicable arg ‘output’ for CLI pools import/export (#13071)

• Webserver: Fix the behavior to deactivate the authentication option and add docs (#13191)

• Fix: add support for no-menu plugin views (#11742)

• Add python-daemon limit for Python 3.8+ to fix daemon crash (#13540)

• Change the default celery worker_concurrency to 16 (#13612)

• Audit Log records View should not contain link if dag_id is None (#13619)

• Fix invalid continue_token for cleanup list pods (#13563)

• Switches to latest version of snowflake connector (#13654)

• Fix backfill crash on task retry or reschedule (#13712)

• Setting max_tis_per_query to 0 now correctly removes the limit (#13512)

• Fix race conditions in task callback invocations (#10917)

• Fix webserver exiting when gunicorn master crashes (#13518)(#13780)

• Fix SQL syntax to check duplicate connections (#13783)

• BaseBranchOperator will push to xcom by default (#13704) (#13763)

• Fix Deprecation for configuration.getsection (#13804)

• Fix TaskNotFound in log endpoint (#13872)

• Fix race condition when using Dynamic DAGs (#13893)

• Fix: Linux/Chrome window bouncing in Webserver

• Fix db shell for sqlite (#13907)

• Only compare updated time when Serialized DAG exists (#13899)

• Fix dag run type enum query for mysqldb driver (#13278)

• Add authentication to lineage endpoint for experimental API (#13870)

• Do not add User role perms to custom roles. (#13856)

• Do not add Website.can_read access to default roles. (#13923)

• Fix invalid value error caused by long Kubernetes pod name (#13299)

• Fix DB Migration for SQLite to upgrade to 2.0 (#13921)

• Bugfix: Manual DagRun trigger should not skip scheduled runs (#13963)

• Stop loading Extra Operator links in Scheduler (#13932)

• Added missing return parameter in read function of FileTaskHandler (#14001)

• Bugfix: Do not try to create a duplicate Dag Run in Scheduler (#13920)

• Make v1/config endpoint respect webserver expose_config setting (#14020)

• Disable row level locking for Mariadb and MySQL <8 (#14031)

• Bugfix: Fix permissions to triggering only specific DAGs (#13922)

• Fix broken SLA Mechanism (#14056)

• Bugfix: Scheduler fails if task is removed at runtime (#14057)

• Remove permissions to read Configurations for User and Viewer roles (#14067)

• Fix DB Migration from 2.0.1rc1

Improvements

• Increase the default min_file_process_interval to decrease CPU Usage (#13664)

• Dispose connections when running tasks with os.fork & CeleryExecutor (#13265)

• Make function purpose clearer in example_kubernetes_executor example dag (#13216)

• Remove unused libraries - flask-swagger, funcsigs (#13178)

• Display alternative tooltip when a Task has yet to run (no TI) (#13162)

• User werkzeug’s own type conversion for request args (#13184)

• UI: Add queued_by_job_id & external_executor_id Columns to TI View (#13266)

• Make json-merge-patch an optional library and unpin it (#13175)

• Adds missing LDAP “extra” dependencies to ldap provider. (#13308)

• Refactor setup.py to better reflect changes in providers (#13314)

• Pin pyjwt and Add integration tests for Apache Pinot (#13195)

• Removes provider-imposed requirements from setup.cfg (#13409)

• Replace deprecated decorator (#13443)

• Streamline & simplify __eq__ methods in models Dag and BaseOperator (#13449)

• Additional properties should be allowed in provider schema (#13440)

• Remove unused dependency - contextdecorator (#13455)

• Remove ‘typing’ dependency (#13472)

• Log migrations info in consistent way (#13458)

• Unpin mysql-connector-python to allow 8.0.22 (#13370)

• Remove thrift as a core dependency (#13471)

• Add NotFound response for DELETE methods in OpenAPI YAML (#13550)

• Stop Log Spamming when [core] lazy_load_plugins is False (#13578)

• Display message and docs link when no plugins are loaded (#13599)

• Unpin restriction for colorlog dependency (#13176)

• Add missing Dag Tag for Example DAGs (#13665)

• Support tables in DAG docs (#13533)

• Add python3-openid dependency (#13714)

• Add __repr__ for Executors (#13753)

• Add description to hint if conn_type is missing (#13778)

• Upgrade Azure blob to v12 (#12188)

• Add extra field to get_connnection REST endpoint (#13885)

• Make Smart Sensors DB Migration idempotent (#13892)

• Improve the error when DAG does not exist when running dag pause command (#13900)

• Update airflow_local_settings.py to fix an error message (#13927)

• Only allow passing JSON Serializable conf to TriggerDagRunOperator (#13964)

• Bugfix: Allow getting details of a DAG with null start_date (REST API) (#13959)

• Add params to the DAG details endpoint (#13790)

• Make the role assigned to anonymous users customizable (#14042)

• Retry critical methods in Scheduler loop in case of OperationalError (#14032)

Doc only changes

• Add Missing StatsD Metrics in Docs (#13708)

• Add Missing Email configs in Configuration doc (#13709)

• Add quick start for Airflow on Docker (#13660)

• Describe which Python versions are supported (#13259)

• Add note block to 2.x migration docs (#13094)

• Add documentation about webserver_config.py (#13155)

• Add missing version information to recently added configs (#13161)

• API: Use generic information in UpdateMask component (#13146)

• Add Airflow 2.0.0 to requirements table (#13140)

• Avoid confusion in doc for CeleryKubernetesExecutor (#13116)

• Update docs link in REST API spec (#13107)

• Add link to PyPI Repository to provider docs (#13064)

• Fix link to Airflow master branch documentation (#13179)

• Minor enhancements to Sensors docs (#13381)

• Use 2.0.0 in Airflow docs & Breeze (#13379)

• Improves documentation regarding providers and custom connections (#13375)(#13410)

• Fix malformed table in production-deployment.rst (#13395)

• Update celery.rst to fix broken links (#13400)

• Remove reference to scheduler run_duration param in docs (#13346)

• Set minimum SQLite version supported (#13412)

• Fix installation doc (#13462)

• Add docs about mocking variables and connections (#13502)

• Add docs about Flask CLI (#13500)

• Fix Upgrading to 2 guide to use rbac UI (#13569)

• Make docs clear that Auth can not be disabled for Stable API (#13568)

• Remove archived links from docs & add link for AIPs (#13580)

• Minor fixes in upgrading-to-2.rst (#13583)

• Fix Link in Upgrading to 2.0 guide (#13584)

• Fix heading for Mocking section in best-practices.rst (#13658)

• Add docs on how to use custom operators within plugins folder (#13186)

• Update docs to register Operator Extra Links (#13683)

• Improvements for database setup docs (#13696)

• Replace module path to Class with just Class Name (#13719)

• Update DAG Serialization docs (#13722)

• Fix link to Apache Airflow docs in webserver (#13250)

• Clarifies differences between extras and provider packages (#13810)

• Add information about all access methods to the environment (#13940)

• Docs: Fix FAQ on scheduler latency (#13969)

• Updated taskflow api doc to show dependency with sensor (#13968)

• Add deprecated config options to docs (#13883)

• Added a FAQ section to the Upgrading to 2 doc (#13979)

Airflow 2.0.0 (2020-12-18)

The full changelog is about 3,000 lines long (already excluding everything backported to 1.10) so please check Airflow 2.0.0 Highligths Blog Post instead.

Significant Changes

The 2.0 release of the Airflow is a significant upgrade, and includes substantial major changes, and some of them may be breaking. Existing code written for earlier versions of this project will may require updates to use this version. Sometimes necessary configuration changes are also required. This document describes the changes that have been made, and what you need to do to update your usage.

If you experience issues or have questions, please file an issue.

Major changes

This section describes the major changes that have been made in this release.

The experimental REST API is disabled by default

The experimental REST API is disabled by default. To restore these APIs while migrating to the stable REST API, set enable_experimental_api option in [api] section to True.

Please note that the experimental REST API do not have access control. The authenticated user has full access.

SparkJDBCHook default connection

For SparkJDBCHook default connection was spark-default, and for SparkSubmitHook it was spark_default. Both hooks now use the spark_default which is a common pattern for the connection names used across all providers.

Changes to output argument in commands

From Airflow 2.0, We are replacing tabulate with rich to render commands output. Due to this change, the --output argument will no longer accept formats of tabulate tables. Instead, it now accepts:

• table - will render the output in predefined table

• json - will render the output as a json

• yaml - will render the output as yaml

By doing this we increased consistency and gave users possibility to manipulate the output programmatically (when using json or yaml).

Affected commands:

• airflow dags list

• airflow dags report

• airflow dags list-runs

• airflow dags list-jobs

• airflow connections list

• airflow connections get

• airflow pools list

• airflow pools get

• airflow pools set

• airflow pools delete

• airflow pools import

• airflow pools export

• airflow role list

• airflow providers list

• airflow providers get

• airflow providers hooks

• airflow tasks states-for-dag-run

• airflow users list

• airflow variables list

Azure Wasb Hook does not work together with Snowflake hook

The WasbHook in Apache Airflow use a legacy version of Azure library. While the conflict is not significant for most of the Azure hooks, it is a problem for Wasb Hook because the blob folders for both libraries overlap. Installing both Snowflake and Azure extra will result in non-importable WasbHook.

Rename all to devel_all extra

The all extras were reduced to include only user-facing dependencies. This means that this extra does not contain development dependencies. If you were relying on all extra then you should use now devel_all or figure out if you need development extras at all.

Context variables prev_execution_date_success and prev_execution_date_success are now pendulum.DateTime

Rename policy to task_policy

Because Airflow introduced DAG level policy (dag_policy) we decided to rename existing policy function to task_policy to make the distinction more profound and avoid any confusion.

Users using cluster policy need to rename their policy functions in airflow_local_settings.py to task_policy.

Default value for [celery] operation_timeout has changed to 1.0

From Airflow 2, by default Airflow will retry 3 times to publish task to Celery broker. This is controlled by [celery] task_publish_max_retries. Because of this we can now have a lower Operation timeout that raises AirflowTaskTimeout. This generally occurs during network blips or intermittent DNS issues.

Adding Operators and Sensors via plugins is no longer supported

Operators and Sensors should no longer be registered or imported via Airflow’s plugin mechanism – these types of classes are just treated as plain python classes by Airflow, so there is no need to register them with Airflow.

If you previously had a plugins/my_plugin.py and you used it like this in a DAG:

from airflow.operators.my_plugin import MyOperator

You should instead import it as:

from my_plugin import MyOperator

The name under airflow.operators. was the plugin name, where as in the second example it is the python module name where the operator is defined.

See https://airflow.apache.org/docs/apache-airflow/stable/howto/custom-operator.html for more info.

Importing Hooks via plugins is no longer supported

Importing hooks added in plugins via airflow.hooks.<plugin_name> is no longer supported, and hooks should just be imported as regular python modules.

from airflow.hooks.my_plugin import MyHook

You should instead import it as:

from my_plugin import MyHook

It is still possible (but not required) to “register” hooks in plugins. This is to allow future support for dynamically populating the Connections form in the UI.

See https://airflow.apache.org/docs/apache-airflow/stable/howto/custom-operator.html for more info.

The default value for [core] enable_xcom_pickling has been changed to False

The pickle type for XCom messages has been replaced to JSON by default to prevent RCE attacks. Note that JSON serialization is stricter than pickling, so for example if you want to pass raw bytes through XCom you must encode them using an encoding like base64. If you understand the risk and still want to use pickling, set enable_xcom_pickling = True in your Airflow config’s core section.

Airflowignore of base path

There was a bug fixed in https://github.com/apache/airflow/pull/11993 that the “airflowignore” checked the base path of the dag folder for forbidden dags, not only the relative part. This had the effect that if the base path contained the excluded word the whole dag folder could have been excluded. For example if the airflowignore file contained x, and the dags folder was ‘/var/x/dags’, then all dags in the folder would be excluded. The fix only matches the relative path only now which means that if you previously used full path as ignored, you should change it to relative one. For example if your dag folder was ‘/var/dags/’ and your airflowignore contained ‘/var/dag/excluded/’, you should change it to ‘excluded/’.

ExternalTaskSensor provides all task context variables to execution_date_fn as keyword arguments

The old syntax of passing context as a dictionary will continue to work with the caveat that the argument must be named context. The following will break. To fix it, change ctx to context.

def execution_date_fn(execution_date, ctx):
    ...

execution_date_fn can take in any number of keyword arguments available in the task context dictionary. The following forms of execution_date_fn are all supported:

def execution_date_fn(dt):
    ...


def execution_date_fn(execution_date):
    ...


def execution_date_fn(execution_date, ds_nodash):
    ...


def execution_date_fn(execution_date, ds_nodash, dag):
    ...

The default value for [webserver] cookie_samesite has been changed to Lax

As recommended by Flask, the [webserver] cookie_samesite has been changed to Lax from '' (empty string) .

Changes to import paths

Formerly the core code was maintained by the original creators - Airbnb. The code that was in the contrib package was supported by the community. The project was passed to the Apache community and currently the entire code is maintained by the community, so now the division has no justification, and it is only due to historical reasons. In Airflow 2.0, we want to organize packages and move integrations with third party services to the airflow.providers package.

All changes made are backward compatible, but if you use the old import paths you will see a deprecation warning. The old import paths can be abandoned in the future.

According to AIP-21 _operator suffix has been removed from operators. A deprecation warning has also been raised for paths importing with the suffix.

The following table shows changes in import paths.

Old path	New path
airflow.hooks.base_hook.BaseHook	airflow.hooks.base.BaseHook
airflow.hooks.dbapi_hook.DbApiHook	airflow.hooks.dbapi.DbApiHook
airflow.operators.dummy_operator.DummyOperator	airflow.operators.dummy.DummyOperator
airflow.operators.dagrun_operator.TriggerDagRunOperator	airflow.operators.trigger_dagrun.TriggerDagRunOperator
airflow.operators.branch_operator.BaseBranchOperator	airflow.operators.branch.BaseBranchOperator
airflow.operators.subdag_operator.SubDagOperator	airflow.operators.subdag.SubDagOperator
airflow.sensors.base_sensor_operator.BaseSensorOperator	airflow.sensors.base.BaseSensorOperator
airflow.sensors.date_time_sensor.DateTimeSensor	airflow.sensors.date_time.DateTimeSensor
airflow.sensors.external_task_sensor.ExternalTaskMarker	airflow.sensors.external_task.ExternalTaskMarker
airflow.sensors.external_task_sensor.ExternalTaskSensor	airflow.sensors.external_task.ExternalTaskSensor
airflow.sensors.sql_sensor.SqlSensor	airflow.sensors.sql.SqlSensor
airflow.sensors.time_delta_sensor.TimeDeltaSensor	airflow.sensors.time_delta.TimeDeltaSensor
airflow.contrib.sensors.weekday_sensor.DayOfWeekSensor	airflow.sensors.weekday.DayOfWeekSensor

Database schema changes

In order to migrate the database, you should use the command airflow db upgrade, but in some cases manual steps are required.

Unique conn_id in connection table

Previously, Airflow allowed users to add more than one connection with the same conn_id and on access it would choose one connection randomly. This acted as a basic load balancing and fault tolerance technique, when used in conjunction with retries.

This behavior caused some confusion for users, and there was no clear evidence if it actually worked well or not.

Now the conn_id will be unique. If you already have duplicates in your metadata database, you will have to manage those duplicate connections before upgrading the database.

Not-nullable conn_type column in connection table

The conn_type column in the connection table must contain content. Previously, this rule was enforced by application logic, but was not enforced by the database schema.

If you made any modifications to the table directly, make sure you don’t have null in the conn_type column.

Configuration changes

This release contains many changes that require a change in the configuration of this application or other application that integrate with it.

This section describes the changes that have been made, and what you need to do to.

airflow.contrib.utils.log has been moved

Formerly the core code was maintained by the original creators - Airbnb. The code that was in the contrib package was supported by the community. The project was passed to the Apache community and currently the entire code is maintained by the community, so now the division has no justification, and it is only due to historical reasons. In Airflow 2.0, we want to organize packages and move integrations with third party services to the airflow.providers package.

To clean up, the following packages were moved:

Old package	New package
airflow.contrib.utils.log	airflow.utils.log
airflow.utils.log.gcs_task_handler	airflow.providers.google.cloud.log.gcs_task_handler
airflow.utils.log.wasb_task_handler	airflow.providers.microsoft.azure.log.wasb_task_handler
airflow.utils.log.stackdriver_task_handler	airflow.providers.google.cloud.log.stackdriver_task_handler
airflow.utils.log.s3_task_handler	airflow.providers.amazon.aws.log.s3_task_handler
airflow.utils.log.es_task_handler	airflow.providers.elasticsearch.log.es_task_handler
airflow.utils.log.cloudwatch_task_handler	airflow.providers.amazon.aws.log.cloudwatch_task_handler

You should update the import paths if you are setting log configurations with the logging_config_class option. The old import paths still works but can be abandoned.

SendGrid emailer has been moved

Formerly the core code was maintained by the original creators - Airbnb. The code that was in the contrib package was supported by the community. The project was passed to the Apache community and currently the entire code is maintained by the community, so now the division has no justification, and it is only due to historical reasons.

To clean up, the send_mail function from the airflow.contrib.utils.sendgrid module has been moved.

If your configuration file looks like this:

[email]
email_backend = airflow.contrib.utils.sendgrid.send_email

It should look like this now:

[email]
email_backend = airflow.providers.sendgrid.utils.emailer.send_email

The old configuration still works but can be abandoned.

Unify hostname_callable option in core section

The previous option used a colon(:) to split the module from function. Now the dot(.) is used.

The change aims to unify the format of all options that refer to objects in the airflow.cfg file.

Custom executors is loaded using full import path

In previous versions of Airflow it was possible to use plugins to load custom executors. It is still possible, but the configuration has changed. Now you don’t have to create a plugin to configure a custom executor, but you need to provide the full path to the module in the executor option in the core section. The purpose of this change is to simplify the plugin mechanism and make it easier to configure executor.

If your module was in the path my_acme_company.executors.MyCustomExecutor and the plugin was called my_plugin then your configuration looks like this

[core]
executor = my_plugin.MyCustomExecutor

And now it should look like this:

[core]
executor = my_acme_company.executors.MyCustomExecutor

The old configuration is still works but can be abandoned at any time.

Use CustomSQLAInterface instead of SQLAInterface for custom data models.

From Airflow 2.0, if you want to define your own Flask App Builder data models you need to use CustomSQLAInterface instead of SQLAInterface.

For Non-RBAC replace:

from flask_appbuilder.models.sqla.interface import SQLAInterface

datamodel = SQLAInterface(your_data_model)

with RBAC (in 1.10):

from airflow.www_rbac.utils import CustomSQLAInterface

datamodel = CustomSQLAInterface(your_data_model)

and in 2.0:

from airflow.www.utils import CustomSQLAInterface

datamodel = CustomSQLAInterface(your_data_model)

Drop plugin support for stat_name_handler

In previous version, you could use plugins mechanism to configure stat_name_handler. You should now use the stat_name_handler option in [scheduler] section to achieve the same effect.

If your plugin looked like this and was available through the test_plugin path:

def my_stat_name_handler(stat):
    return stat


class AirflowTestPlugin(AirflowPlugin):
    name = "test_plugin"
    stat_name_handler = my_stat_name_handler

then your airflow.cfg file should look like this:

[scheduler]
stat_name_handler=test_plugin.my_stat_name_handler

This change is intended to simplify the statsd configuration.

Logging configuration has been moved to new section

The following configurations have been moved from [core] to the new [logging] section.

• base_log_folder

• remote_logging

• remote_log_conn_id

• remote_base_log_folder

• encrypt_s3_logs

• logging_level

• fab_logging_level

• logging_config_class

• colored_console_log

• colored_log_format

• colored_formatter_class

• log_format

• simple_log_format

• task_log_prefix_template

• log_filename_template

• log_processor_filename_template

• dag_processor_manager_log_location

• task_log_reader

Metrics configuration has been moved to new section

The following configurations have been moved from [scheduler] to the new [metrics] section.

• statsd_on

• statsd_host

• statsd_port

• statsd_prefix

• statsd_allow_list

• stat_name_handler

• statsd_datadog_enabled

• statsd_datadog_tags

• statsd_custom_client_path

Changes to Elasticsearch logging provider

When JSON output to stdout is enabled, log lines will now contain the log_id & offset fields, this should make reading task logs from elasticsearch on the webserver work out of the box. Example configuration:

[logging]
remote_logging = True
[elasticsearch]
host = http://es-host:9200
write_stdout = True
json_format = True

Note that the webserver expects the log line data itself to be present in the message field of the document.

Remove gcp_service_account_keys option in airflow.cfg file

This option has been removed because it is no longer supported by the Google Kubernetes Engine. The new recommended service account keys for the Google Cloud management method is Workload Identity.

Fernet is enabled by default

The fernet mechanism is enabled by default to increase the security of the default installation. In order to restore the previous behavior, the user must consciously set an empty key in the fernet_key option of section [core] in the airflow.cfg file.

At the same time, this means that the apache-airflow[crypto] extra-packages are always installed. However, this requires that your operating system has libffi-dev installed.

Changes to propagating Kubernetes worker annotations

kubernetes_annotations configuration section has been removed. A new key worker_annotations has been added to existing kubernetes section instead. That is to remove restriction on the character set for k8s annotation keys. All key/value pairs from kubernetes_annotations should now go to worker_annotations as a json. I.e. instead of e.g.

[kubernetes_annotations]
annotation_key = annotation_value
annotation_key2 = annotation_value2

it should be rewritten to

[kubernetes]
worker_annotations = { "annotation_key" : "annotation_value", "annotation_key2" : "annotation_value2" }

Remove run_duration

We should not use the run_duration option anymore. This used to be for restarting the scheduler from time to time, but right now the scheduler is getting more stable and therefore using this setting is considered bad and might cause an inconsistent state.

Rename pool statsd metrics

Used slot has been renamed to running slot to make the name self-explanatory and the code more maintainable.

This means pool.used_slots.<pool_name> metric has been renamed to pool.running_slots.<pool_name>. The Used Slots column in Pools Web UI view has also been changed to Running Slots.

Removal of Mesos Executor

The Mesos Executor is removed from the code base as it was not widely used and not maintained. Mailing List Discussion on deleting it.

Change dag loading duration metric name

Change DAG file loading duration metric from dag.loading-duration.<dag_id> to dag.loading-duration.<dag_file>. This is to better handle the case when a DAG file has multiple DAGs.

Sentry is disabled by default

Sentry is disabled by default. To enable these integrations, you need set sentry_on option in [sentry] section to "True".

Simplified GCSTaskHandler configuration

In previous versions, in order to configure the service account key file, you had to create a connection entry. In the current version, you can configure google_key_path option in [logging] section to set the key file path.

Users using Application Default Credentials (ADC) need not take any action.

The change aims to simplify the configuration of logging, to prevent corruption of the instance configuration by changing the value controlled by the user - connection entry. If you configure a backend secret, it also means the webserver doesn’t need to connect to it. This simplifies setups with multiple GCP projects, because only one project will require the Secret Manager API to be enabled.

Changes to the core operators/hooks

We strive to ensure that there are no changes that may affect the end user and your files, but this release may contain changes that will require changes to your DAG files.

This section describes the changes that have been made, and what you need to do to update your DAG File, if you use core operators or any other.

BaseSensorOperator now respects the trigger_rule of downstream tasks

Previously, BaseSensorOperator with setting soft_fail=True skips itself and skips all its downstream tasks unconditionally, when it fails i.e the trigger_rule of downstream tasks is not respected.

In the new behavior, the trigger_rule of downstream tasks is respected. User can preserve/achieve the original behaviour by setting the trigger_rule of each downstream task to all_success.

BaseOperator uses metaclass

BaseOperator class uses a BaseOperatorMeta as a metaclass. This meta class is based on abc.ABCMeta. If your custom operator uses different metaclass then you will have to adjust it.

Remove SQL support in BaseHook

Remove get_records and get_pandas_df and run from BaseHook, which only apply for SQL-like hook, If want to use them, or your custom hook inherit them, please use airflow.hooks.dbapi.DbApiHook

Assigning task to a DAG using bitwise shift (bit-shift) operators are no longer supported

Previously, you could assign a task to a DAG as follows:

dag = DAG("my_dag")
dummy = DummyOperator(task_id="dummy")

dag >> dummy

This is no longer supported. Instead, we recommend using the DAG as context manager:

with DAG("my_dag") as dag:
    dummy = DummyOperator(task_id="dummy")

Removed deprecated import mechanism

The deprecated import mechanism has been removed so the import of modules becomes more consistent and explicit.

For example: from airflow.operators import BashOperator becomes from airflow.operators.bash_operator import BashOperator

Changes to sensor imports

Sensors are now accessible via airflow.sensors and no longer via airflow.operators.sensors.

For example: from airflow.operators.sensors import BaseSensorOperator becomes from airflow.sensors.base import BaseSensorOperator

Skipped tasks can satisfy wait_for_downstream

Previously, a task instance with wait_for_downstream=True will only run if the downstream task of the previous task instance is successful. Meanwhile, a task instance with depends_on_past=True will run if the previous task instance is either successful or skipped. These two flags are close siblings yet they have different behavior. This inconsistency in behavior made the API less intuitive to users. To maintain consistent behavior, both successful or skipped downstream task can now satisfy the wait_for_downstream=True flag.

airflow.utils.helpers.cross_downstream

airflow.utils.helpers.chain

The chain and cross_downstream methods are now moved to airflow.models.baseoperator module from airflow.utils.helpers module.

The baseoperator module seems to be a better choice to keep closely coupled methods together. Helpers module is supposed to contain standalone helper methods that can be imported by all classes.

The chain method and cross_downstream method both use BaseOperator. If any other package imports any classes or functions from helpers module, then it automatically has an implicit dependency to BaseOperator. That can often lead to cyclic dependencies.

More information in AIRFLOW-6392

In Airflow < 2.0 you imported those two methods like this:

from airflow.utils.helpers import chain
from airflow.utils.helpers import cross_downstream

In Airflow 2.0 it should be changed to:

from airflow.models.baseoperator import chain
from airflow.models.baseoperator import cross_downstream

airflow.operators.python.BranchPythonOperator

BranchPythonOperator will now return a value equal to the task_id of the chosen branch, where previously it returned None. Since it inherits from BaseOperator it will do an xcom_push of this value if do_xcom_push=True. This is useful for downstream decision-making.

airflow.sensors.sql_sensor.SqlSensor

SQLSensor now consistent with python bool() function and the allow_null parameter has been removed.

It will resolve after receiving any value that is casted to True with python bool(value). That changes the previous response receiving NULL or '0'. Earlier '0' has been treated as success criteria. NULL has been treated depending on value of allow_nullparameter. But all the previous behaviour is still achievable setting param success to lambda x: x is None or str(x) not in ('0', '').

airflow.operators.trigger_dagrun.TriggerDagRunOperator

The TriggerDagRunOperator now takes a conf argument to which a dict can be provided as conf for the DagRun. As a result, the python_callable argument was removed. PR: https://github.com/apache/airflow/pull/6317.

airflow.operators.python.PythonOperator

provide_context argument on the PythonOperator was removed. The signature of the callable passed to the PythonOperator is now inferred and argument values are always automatically provided. There is no need to explicitly provide or not provide the context anymore. For example:

def myfunc(execution_date):
    print(execution_date)


python_operator = PythonOperator(task_id="mytask", python_callable=myfunc, dag=dag)

Notice you don’t have to set provide_context=True, variables from the task context are now automatically detected and provided.

All context variables can still be provided with a double-asterisk argument:

def myfunc(**context):
    print(context)  # all variables will be provided to context


python_operator = PythonOperator(task_id="mytask", python_callable=myfunc)

The task context variable names are reserved names in the callable function, hence a clash with op_args and op_kwargs results in an exception:

def myfunc(dag):
    # raises a ValueError because "dag" is a reserved name
    # valid signature example: myfunc(mydag)
    print("output")


python_operator = PythonOperator(
    task_id="mytask",
    op_args=[1],
    python_callable=myfunc,
)

The change is backwards compatible, setting provide_context will add the provide_context variable to the kwargs (but won’t do anything).

PR: #5990

airflow.sensors.filesystem.FileSensor

FileSensor is now takes a glob pattern, not just a filename. If the filename you are looking for has *, ?, or [ in it then you should replace these with [*], [?], and [[].

airflow.operators.subdag_operator.SubDagOperator

SubDagOperator is changed to use Airflow scheduler instead of backfill to schedule tasks in the subdag. User no longer need to specify the executor in SubDagOperator.

airflow.providers.google.cloud.operators.datastore.CloudDatastoreExportEntitiesOperator

airflow.providers.google.cloud.operators.datastore.CloudDatastoreImportEntitiesOperator

airflow.providers.cncf.kubernetes.operators.kubernetes_pod.KubernetesPodOperator

airflow.providers.ssh.operators.ssh.SSHOperator

airflow.providers.microsoft.winrm.operators.winrm.WinRMOperator

airflow.operators.bash.BashOperator

airflow.providers.docker.operators.docker.DockerOperator

airflow.providers.http.operators.http.SimpleHttpOperator

The do_xcom_push flag (a switch to push the result of an operator to xcom or not) was appearing in different incarnations in different operators. It’s function has been unified under a common name (do_xcom_push) on BaseOperator. This way it is also easy to globally disable pushing results to xcom.

The following operators were affected:

• DatastoreExportOperator (Backwards compatible)

• DatastoreImportOperator (Backwards compatible)

• KubernetesPodOperator (Not backwards compatible)

• SSHOperator (Not backwards compatible)

• WinRMOperator (Not backwards compatible)

• BashOperator (Not backwards compatible)

• DockerOperator (Not backwards compatible)

• SimpleHttpOperator (Not backwards compatible)

See AIRFLOW-3249 for details

airflow.operators.latest_only_operator.LatestOnlyOperator

In previous versions, the LatestOnlyOperator forcefully skipped all (direct and indirect) downstream tasks on its own. From this version on the operator will only skip direct downstream tasks and the scheduler will handle skipping any further downstream dependencies.

No change is needed if only the default trigger rule all_success is being used.

If the DAG relies on tasks with other trigger rules (i.e. all_done) being skipped by the LatestOnlyOperator, adjustments to the DAG need to be made to accommodate the change in behaviour, i.e. with additional edges from the LatestOnlyOperator.

The goal of this change is to achieve a more consistent and configurable cascading behaviour based on the BaseBranchOperator (see AIRFLOW-2923 and AIRFLOW-1784).

Changes to the core Python API

We strive to ensure that there are no changes that may affect the end user, and your Python files, but this release may contain changes that will require changes to your plugins, DAG File or other integration.

Only changes unique to this provider are described here. You should still pay attention to the changes that have been made to the core (including core operators) as they can affect the integration behavior of this provider.

This section describes the changes that have been made, and what you need to do to update your Python files.

Removed sub-package imports from airflow/__init__.py

The imports LoggingMixin, conf, and AirflowException have been removed from airflow/__init__.py. All implicit references of these objects will no longer be valid. To migrate, all usages of each old path must be replaced with its corresponding new path.

Old Path (Implicit Import)	New Path (Explicit Import)
airflow.LoggingMixin	airflow.utils.log.logging_mixin.LoggingMixin
airflow.conf	airflow.configuration.conf
airflow.AirflowException	airflow.exceptions.AirflowException

Variables removed from the task instance context

The following variables were removed from the task instance context:

• end_date

• latest_date

• tables

airflow.contrib.utils.Weekday

Formerly the core code was maintained by the original creators - Airbnb. The code that was in the contrib package was supported by the community. The project was passed to the Apache community and currently the entire code is maintained by the community, so now the division has no justification, and it is only due to historical reasons.

To clean up, Weekday enum has been moved from airflow.contrib.utils into airflow.utils module.

airflow.models.connection.Connection

The connection module has new deprecated methods:

• Connection.parse_from_uri

• Connection.log_info

• Connection.debug_info

and one deprecated function:

• parse_netloc_to_hostname

Previously, users could create a connection object in two ways

conn_1 = Connection(conn_id="conn_a", uri="mysql://AAA/")
# or
conn_2 = Connection(conn_id="conn_a")
conn_2.parse_uri(uri="mysql://AAA/")

Now the second way is not supported.

Connection.log_info and Connection.debug_info method have been deprecated. Read each Connection field individually or use the default representation (__repr__).

The old method is still works but can be abandoned at any time. The changes are intended to delete method that are rarely used.

airflow.models.dag.DAG.create_dagrun

DAG.create_dagrun accepts run_type and does not require run_id This change is caused by adding run_type column to DagRun.

Previous signature:

def create_dagrun(
    self,
    run_id,
    state,
    execution_date=None,
    start_date=None,
    external_trigger=False,
    conf=None,
    session=None,
):
    ...

current:

def create_dagrun(
    self,
    state,
    execution_date=None,
    run_id=None,
    start_date=None,
    external_trigger=False,
    conf=None,
    run_type=None,
    session=None,
):
    ...

If user provides run_id then the run_type will be derived from it by checking prefix, allowed types : manual, scheduled, backfill (defined by airflow.utils.types.DagRunType).

If user provides run_type and execution_date then run_id is constructed as {run_type}__{execution_data.isoformat()}.

Airflow should construct dagruns using run_type and execution_date, creation using run_id is preserved for user actions.

airflow.models.dagrun.DagRun

Use DagRunType.SCHEDULED.value instead of DagRun.ID_PREFIX

All the run_id prefixes for different kind of DagRuns have been grouped into a single enum in airflow.utils.types.DagRunType.

Previously, there were defined in various places, example as ID_PREFIX class variables for DagRun, BackfillJob and in _trigger_dag function.

Was:

>> from airflow.models.dagrun import DagRun
>> DagRun.ID_PREFIX
scheduled__

Replaced by:

>> from airflow.utils.types import DagRunType
>> DagRunType.SCHEDULED.value
scheduled

airflow.utils.file.TemporaryDirectory

We remove airflow.utils.file.TemporaryDirectory Since Airflow dropped support for Python < 3.5 there’s no need to have this custom implementation of TemporaryDirectory because the same functionality is provided by tempfile.TemporaryDirectory.

Now users instead of import from airflow.utils.files import TemporaryDirectory should do from tempfile import TemporaryDirectory. Both context managers provide the same interface, thus no additional changes should be required.

airflow.AirflowMacroPlugin

We removed airflow.AirflowMacroPlugin class. The class was there in airflow package but it has not been used (apparently since 2015). It has been removed.

airflow.settings.CONTEXT_MANAGER_DAG

CONTEXT_MANAGER_DAG was removed from settings. It’s role has been taken by DagContext in ‘airflow.models.dag’. One of the reasons was that settings should be rather static than store dynamic context from the DAG, but the main one is that moving the context out of settings allowed to untangle cyclic imports between DAG, BaseOperator, SerializedDAG, SerializedBaseOperator which was part of AIRFLOW-6010.

airflow.utils.log.logging_mixin.redirect_stderr

airflow.utils.log.logging_mixin.redirect_stdout

Function redirect_stderr and redirect_stdout from airflow.utils.log.logging_mixin module has been deleted because it can be easily replaced by the standard library. The functions of the standard library are more flexible and can be used in larger cases.

The code below

import logging

from airflow.utils.log.logging_mixin import redirect_stderr, redirect_stdout

logger = logging.getLogger("custom-logger")
with redirect_stdout(logger, logging.INFO), redirect_stderr(logger, logging.WARN):
    print("I love Airflow")

can be replaced by the following code:

from contextlib import redirect_stdout, redirect_stderr
import logging

from airflow.utils.log.logging_mixin import StreamLogWriter

logger = logging.getLogger("custom-logger")

with redirect_stdout(StreamLogWriter(logger, logging.INFO)), redirect_stderr(
    StreamLogWriter(logger, logging.WARN)
):
    print("I Love Airflow")

airflow.models.baseoperator.BaseOperator

Now, additional arguments passed to BaseOperator cause an exception. Previous versions of Airflow took additional arguments and displayed a message on the console. When the message was not noticed by users, it caused very difficult to detect errors.

In order to restore the previous behavior, you must set an True in the allow_illegal_arguments option of section [operators] in the airflow.cfg file. In the future it is possible to completely delete this option.

airflow.models.dagbag.DagBag

Passing store_serialized_dags argument to DagBag.init and accessing DagBag.store_serialized_dags property are deprecated and will be removed in future versions.

Previous signature:

def __init__(
    dag_folder=None,
    include_examples=conf.getboolean("core", "LOAD_EXAMPLES"),
    safe_mode=conf.getboolean("core", "DAG_DISCOVERY_SAFE_MODE"),
    store_serialized_dags=False,
):
    ...

current:

def __init__(
    dag_folder=None,
    include_examples=conf.getboolean("core", "LOAD_EXAMPLES"),
    safe_mode=conf.getboolean("core", "DAG_DISCOVERY_SAFE_MODE"),
    read_dags_from_db=False,
):
    ...

If you were using positional arguments, it requires no change but if you were using keyword arguments, please change store_serialized_dags to read_dags_from_db.

Similarly, if you were using DagBag().store_serialized_dags property, change it to DagBag().read_dags_from_db.

Changes in google provider package

We strive to ensure that there are no changes that may affect the end user and your Python files, but this release may contain changes that will require changes to your configuration, DAG Files or other integration e.g. custom operators.

Only changes unique to this provider are described here. You should still pay attention to the changes that have been made to the core (including core operators) as they can affect the integration behavior of this provider.

This section describes the changes that have been made, and what you need to do to update your if you use operators or hooks which integrate with Google services (including Google Cloud - GCP).

Direct impersonation added to operators communicating with Google services

Directly impersonating a service account has been made possible for operators communicating with Google services via new argument called impersonation_chain (google_impersonation_chain in case of operators that also communicate with services of other cloud providers). As a result, GCSToS3Operator no longer derivatives from GCSListObjectsOperator.

Normalize gcp_conn_id for Google Cloud

Previously not all hooks and operators related to Google Cloud use gcp_conn_id as parameter for GCP connection. There is currently one parameter which apply to most services. Parameters like datastore_conn_id, bigquery_conn_id, google_cloud_storage_conn_id and similar have been deprecated. Operators that require two connections are not changed.

Following components were affected by normalization:

• airflow.providers.google.cloud.hooks.datastore.DatastoreHook

• airflow.providers.google.cloud.hooks.bigquery.BigQueryHook

• airflow.providers.google.cloud.hooks.gcs.GoogleCloudStorageHook

• airflow.providers.google.cloud.operators.bigquery.BigQueryCheckOperator

• airflow.providers.google.cloud.operators.bigquery.BigQueryValueCheckOperator

• airflow.providers.google.cloud.operators.bigquery.BigQueryIntervalCheckOperator

• airflow.providers.google.cloud.operators.bigquery.BigQueryGetDataOperator

• airflow.providers.google.cloud.operators.bigquery.BigQueryOperator

• airflow.providers.google.cloud.operators.bigquery.BigQueryDeleteDatasetOperator

• airflow.providers.google.cloud.operators.bigquery.BigQueryCreateEmptyDatasetOperator

• airflow.providers.google.cloud.operators.bigquery.BigQueryTableDeleteOperator

• airflow.providers.google.cloud.operators.gcs.GoogleCloudStorageCreateBucketOperator

• airflow.providers.google.cloud.operators.gcs.GoogleCloudStorageListOperator

• airflow.providers.google.cloud.operators.gcs.GoogleCloudStorageDownloadOperator

• airflow.providers.google.cloud.operators.gcs.GoogleCloudStorageDeleteOperator

• airflow.providers.google.cloud.operators.gcs.GoogleCloudStorageBucketCreateAclEntryOperator

• airflow.providers.google.cloud.operators.gcs.GoogleCloudStorageObjectCreateAclEntryOperator

• airflow.operators.sql_to_gcs.BaseSQLToGoogleCloudStorageOperator

• airflow.operators.adls_to_gcs.AdlsToGoogleCloudStorageOperator

• airflow.operators.gcs_to_s3.GoogleCloudStorageToS3Operator

• airflow.operators.gcs_to_gcs.GoogleCloudStorageToGoogleCloudStorageOperator

• airflow.operators.bigquery_to_gcs.BigQueryToCloudStorageOperator

• airflow.operators.local_to_gcs.FileToGoogleCloudStorageOperator

• airflow.operators.cassandra_to_gcs.CassandraToGoogleCloudStorageOperator

• airflow.operators.bigquery_to_bigquery.BigQueryToBigQueryOperator

Changes to import paths and names of GCP operators and hooks

According to AIP-21 operators related to Google Cloud has been moved from contrib to core. The following table shows changes in import paths.

Old path	New path
airflow.contrib.hooks.bigquery_hook.BigQueryHook	airflow.providers.google.cloud.hooks.bigquery.BigQueryHook
airflow.contrib.hooks.datastore_hook.DatastoreHook	airflow.providers.google.cloud.hooks.datastore.DatastoreHook
airflow.contrib.hooks.gcp_bigtable_hook.BigtableHook	airflow.providers.google.cloud.hooks.bigtable.BigtableHook
airflow.contrib.hooks.gcp_cloud_build_hook.CloudBuildHook	airflow.providers.google.cloud.hooks.cloud_build.CloudBuildHook
airflow.contrib.hooks.gcp_container_hook.GKEClusterHook	airflow.providers.google.cloud.hooks.kubernetes_engine.GKEHook
airflow.contrib.hooks.gcp_compute_hook.GceHook	airflow.providers.google.cloud.hooks.compute.ComputeEngineHook
airflow.contrib.hooks.gcp_dataflow_hook.DataFlowHook	airflow.providers.google.cloud.hooks.dataflow.DataflowHook
airflow.contrib.hooks.gcp_dataproc_hook.DataProcHook	airflow.providers.google.cloud.hooks.dataproc.DataprocHook
airflow.contrib.hooks.gcp_dlp_hook.CloudDLPHook	airflow.providers.google.cloud.hooks.dlp.CloudDLPHook
airflow.contrib.hooks.gcp_function_hook.GcfHook	airflow.providers.google.cloud.hooks.functions.CloudFunctionsHook
airflow.contrib.hooks.gcp_kms_hook.GoogleCloudKMSHook	airflow.providers.google.cloud.hooks.kms.CloudKMSHook
airflow.contrib.hooks.gcp_mlengine_hook.MLEngineHook	airflow.providers.google.cloud.hooks.mlengine.MLEngineHook
airflow.contrib.hooks.gcp_natural_language_hook.CloudNaturalLanguageHook	airflow.providers.google.cloud.hooks.natural_language.CloudNaturalLanguageHook
airflow.contrib.hooks.gcp_pubsub_hook.PubSubHook	airflow.providers.google.cloud.hooks.pubsub.PubSubHook
airflow.contrib.hooks.gcp_speech_to_text_hook.GCPSpeechToTextHook	airflow.providers.google.cloud.hooks.speech_to_text.CloudSpeechToTextHook
airflow.contrib.hooks.gcp_spanner_hook.CloudSpannerHook	airflow.providers.google.cloud.hooks.spanner.SpannerHook
airflow.contrib.hooks.gcp_sql_hook.CloudSqlDatabaseHook	airflow.providers.google.cloud.hooks.cloud_sql.CloudSQLDatabaseHook
airflow.contrib.hooks.gcp_sql_hook.CloudSqlHook	airflow.providers.google.cloud.hooks.cloud_sql.CloudSQLHook
airflow.contrib.hooks.gcp_tasks_hook.CloudTasksHook	airflow.providers.google.cloud.hooks.tasks.CloudTasksHook
airflow.contrib.hooks.gcp_text_to_speech_hook.GCPTextToSpeechHook	airflow.providers.google.cloud.hooks.text_to_speech.CloudTextToSpeechHook
airflow.contrib.hooks.gcp_transfer_hook.GCPTransferServiceHook	airflow.providers.google.cloud.hooks.cloud_storage_transfer_service.CloudDataTransferServiceHook
airflow.contrib.hooks.gcp_translate_hook.CloudTranslateHook	airflow.providers.google.cloud.hooks.translate.CloudTranslateHook
airflow.contrib.hooks.gcp_video_intelligence_hook.CloudVideoIntelligenceHook	airflow.providers.google.cloud.hooks.video_intelligence.CloudVideoIntelligenceHook
airflow.contrib.hooks.gcp_vision_hook.CloudVisionHook	airflow.providers.google.cloud.hooks.vision.CloudVisionHook
airflow.contrib.hooks.gcs_hook.GoogleCloudStorageHook	airflow.providers.google.cloud.hooks.gcs.GCSHook
airflow.contrib.operators.adls_to_gcs.AdlsToGoogleCloudStorageOperator	airflow.operators.adls_to_gcs.AdlsToGoogleCloudStorageOperator
airflow.contrib.operators.bigquery_check_operator.BigQueryCheckOperator	airflow.providers.google.cloud.operators.bigquery.BigQueryCheckOperator
airflow.contrib.operators.bigquery_check_operator.BigQueryIntervalCheckOperator	airflow.providers.google.cloud.operators.bigquery.BigQueryIntervalCheckOperator
airflow.contrib.operators.bigquery_check_operator.BigQueryValueCheckOperator	airflow.providers.google.cloud.operators.bigquery.BigQueryValueCheckOperator
airflow.contrib.operators.bigquery_get_data.BigQueryGetDataOperator	airflow.providers.google.cloud.operators.bigquery.BigQueryGetDataOperator
airflow.contrib.operators.bigquery_operator.BigQueryCreateEmptyDatasetOperator	airflow.providers.google.cloud.operators.bigquery.BigQueryCreateEmptyDatasetOperator
airflow.contrib.operators.bigquery_operator.BigQueryCreateEmptyTableOperator	airflow.providers.google.cloud.operators.bigquery.BigQueryCreateEmptyTableOperator
airflow.contrib.operators.bigquery_operator.BigQueryCreateExternalTableOperator	airflow.providers.google.cloud.operators.bigquery.BigQueryCreateExternalTableOperator
airflow.contrib.operators.bigquery_operator.BigQueryDeleteDatasetOperator	airflow.providers.google.cloud.operators.bigquery.BigQueryDeleteDatasetOperator
airflow.contrib.operators.bigquery_operator.BigQueryOperator	airflow.providers.google.cloud.operators.bigquery.BigQueryExecuteQueryOperator
airflow.contrib.operators.bigquery_table_delete_operator.BigQueryTableDeleteOperator	airflow.providers.google.cloud.operators.bigquery.BigQueryDeleteTableOperator
airflow.contrib.operators.bigquery_to_bigquery.BigQueryToBigQueryOperator	airflow.operators.bigquery_to_bigquery.BigQueryToBigQueryOperator
airflow.contrib.operators.bigquery_to_gcs.BigQueryToCloudStorageOperator	airflow.operators.bigquery_to_gcs.BigQueryToCloudStorageOperator
airflow.contrib.operators.bigquery_to_mysql_operator.BigQueryToMySqlOperator	airflow.operators.bigquery_to_mysql.BigQueryToMySqlOperator
airflow.contrib.operators.dataflow_operator.DataFlowJavaOperator	airflow.providers.google.cloud.operators.dataflow.DataFlowJavaOperator
airflow.contrib.operators.dataflow_operator.DataFlowPythonOperator	airflow.providers.google.cloud.operators.dataflow.DataFlowPythonOperator
airflow.contrib.operators.dataflow_operator.DataflowTemplateOperator	airflow.providers.google.cloud.operators.dataflow.DataflowTemplateOperator
airflow.contrib.operators.dataproc_operator.DataProcHadoopOperator	airflow.providers.google.cloud.operators.dataproc.DataprocSubmitHadoopJobOperator
airflow.contrib.operators.dataproc_operator.DataProcHiveOperator	airflow.providers.google.cloud.operators.dataproc.DataprocSubmitHiveJobOperator
airflow.contrib.operators.dataproc_operator.DataProcJobBaseOperator	airflow.providers.google.cloud.operators.dataproc.DataprocJobBaseOperator
airflow.contrib.operators.dataproc_operator.DataProcPigOperator	airflow.providers.google.cloud.operators.dataproc.DataprocSubmitPigJobOperator
airflow.contrib.operators.dataproc_operator.DataProcPySparkOperator	airflow.providers.google.cloud.operators.dataproc.DataprocSubmitPySparkJobOperator
airflow.contrib.operators.dataproc_operator.DataProcSparkOperator	airflow.providers.google.cloud.operators.dataproc.DataprocSubmitSparkJobOperator
airflow.contrib.operators.dataproc_operator.DataProcSparkSqlOperator	airflow.providers.google.cloud.operators.dataproc.DataprocSubmitSparkSqlJobOperator
airflow.contrib.operators.dataproc_operator.DataprocClusterCreateOperator	airflow.providers.google.cloud.operators.dataproc.DataprocCreateClusterOperator
airflow.contrib.operators.dataproc_operator.DataprocClusterDeleteOperator	airflow.providers.google.cloud.operators.dataproc.DataprocDeleteClusterOperator
airflow.contrib.operators.dataproc_operator.DataprocClusterScaleOperator	airflow.providers.google.cloud.operators.dataproc.DataprocScaleClusterOperator
airflow.contrib.operators.dataproc_operator.DataprocOperationBaseOperator	airflow.providers.google.cloud.operators.dataproc.DataprocOperationBaseOperator
airflow.contrib.operators.dataproc_operator.DataprocWorkflowTemplateInstantiateInlineOperator	airflow.providers.google.cloud.operators.dataproc.DataprocInstantiateInlineWorkflowTemplateOperator
airflow.contrib.operators.dataproc_operator.DataprocWorkflowTemplateInstantiateOperator	airflow.providers.google.cloud.operators.dataproc.DataprocInstantiateWorkflowTemplateOperator
airflow.contrib.operators.datastore_export_operator.DatastoreExportOperator	airflow.providers.google.cloud.operators.datastore.DatastoreExportOperator
airflow.contrib.operators.datastore_import_operator.DatastoreImportOperator	airflow.providers.google.cloud.operators.datastore.DatastoreImportOperator
airflow.contrib.operators.file_to_gcs.FileToGoogleCloudStorageOperator	airflow.providers.google.cloud.transfers.local_to_gcs.FileToGoogleCloudStorageOperator
airflow.contrib.operators.gcp_bigtable_operator.BigtableClusterUpdateOperator	airflow.providers.google.cloud.operators.bigtable.BigtableUpdateClusterOperator
airflow.contrib.operators.gcp_bigtable_operator.BigtableInstanceCreateOperator	airflow.providers.google.cloud.operators.bigtable.BigtableCreateInstanceOperator
airflow.contrib.operators.gcp_bigtable_operator.BigtableInstanceDeleteOperator	airflow.providers.google.cloud.operators.bigtable.BigtableDeleteInstanceOperator
airflow.contrib.operators.gcp_bigtable_operator.BigtableTableCreateOperator	airflow.providers.google.cloud.operators.bigtable.BigtableCreateTableOperator
airflow.contrib.operators.gcp_bigtable_operator.BigtableTableDeleteOperator	airflow.providers.google.cloud.operators.bigtable.BigtableDeleteTableOperator
airflow.contrib.operators.gcp_bigtable_operator.BigtableTableWaitForReplicationSensor	airflow.providers.google.cloud.sensors.bigtable.BigtableTableReplicationCompletedSensor
airflow.contrib.operators.gcp_cloud_build_operator.CloudBuildCreateBuildOperator	airflow.providers.google.cloud.operators.cloud_build.CloudBuildCreateBuildOperator
airflow.contrib.operators.gcp_compute_operator.GceBaseOperator	airflow.providers.google.cloud.operators.compute.GceBaseOperator
airflow.contrib.operators.gcp_compute_operator.GceInstanceGroupManagerUpdateTemplateOperator	airflow.providers.google.cloud.operators.compute.GceInstanceGroupManagerUpdateTemplateOperator
airflow.contrib.operators.gcp_compute_operator.GceInstanceStartOperator	airflow.providers.google.cloud.operators.compute.GceInstanceStartOperator
airflow.contrib.operators.gcp_compute_operator.GceInstanceStopOperator	airflow.providers.google.cloud.operators.compute.GceInstanceStopOperator
airflow.contrib.operators.gcp_compute_operator.GceInstanceTemplateCopyOperator	airflow.providers.google.cloud.operators.compute.GceInstanceTemplateCopyOperator
airflow.contrib.operators.gcp_compute_operator.GceSetMachineTypeOperator	airflow.providers.google.cloud.operators.compute.GceSetMachineTypeOperator
airflow.contrib.operators.gcp_container_operator.GKEClusterCreateOperator	airflow.providers.google.cloud.operators.kubernetes_engine.GKECreateClusterOperator
airflow.contrib.operators.gcp_container_operator.GKEClusterDeleteOperator	airflow.providers.google.cloud.operators.kubernetes_engine.GKEDeleteClusterOperator
airflow.contrib.operators.gcp_container_operator.GKEPodOperator	airflow.providers.google.cloud.operators.kubernetes_engine.GKEStartPodOperator
airflow.contrib.operators.gcp_dlp_operator.CloudDLPCancelDLPJobOperator	airflow.providers.google.cloud.operators.dlp.CloudDLPCancelDLPJobOperator
airflow.contrib.operators.gcp_dlp_operator.CloudDLPCreateDLPJobOperator	airflow.providers.google.cloud.operators.dlp.CloudDLPCreateDLPJobOperator
airflow.contrib.operators.gcp_dlp_operator.CloudDLPCreateDeidentifyTemplateOperator	airflow.providers.google.cloud.operators.dlp.CloudDLPCreateDeidentifyTemplateOperator
airflow.contrib.operators.gcp_dlp_operator.CloudDLPCreateInspectTemplateOperator	airflow.providers.google.cloud.operators.dlp.CloudDLPCreateInspectTemplateOperator
airflow.contrib.operators.gcp_dlp_operator.CloudDLPCreateJobTriggerOperator	airflow.providers.google.cloud.operators.dlp.CloudDLPCreateJobTriggerOperator
airflow.contrib.operators.gcp_dlp_operator.CloudDLPCreateStoredInfoTypeOperator	airflow.providers.google.cloud.operators.dlp.CloudDLPCreateStoredInfoTypeOperator
airflow.contrib.operators.gcp_dlp_operator.CloudDLPDeidentifyContentOperator	airflow.providers.google.cloud.operators.dlp.CloudDLPDeidentifyContentOperator
airflow.contrib.operators.gcp_dlp_operator.CloudDLPDeleteDeidentifyTemplateOperator	airflow.providers.google.cloud.operators.dlp.CloudDLPDeleteDeidentifyTemplateOperator
airflow.contrib.operators.gcp_dlp_operator.CloudDLPDeleteDlpJobOperator	airflow.providers.google.cloud.operators.dlp.CloudDLPDeleteDLPJobOperator
airflow.contrib.operators.gcp_dlp_operator.CloudDLPDeleteInspectTemplateOperator	airflow.providers.google.cloud.operators.dlp.CloudDLPDeleteInspectTemplateOperator
airflow.contrib.operators.gcp_dlp_operator.CloudDLPDeleteJobTriggerOperator	airflow.providers.google.cloud.operators.dlp.CloudDLPDeleteJobTriggerOperator
airflow.contrib.operators.gcp_dlp_operator.CloudDLPDeleteStoredInfoTypeOperator	airflow.providers.google.cloud.operators.dlp.CloudDLPDeleteStoredInfoTypeOperator
airflow.contrib.operators.gcp_dlp_operator.CloudDLPGetDeidentifyTemplateOperator	airflow.providers.google.cloud.operators.dlp.CloudDLPGetDeidentifyTemplateOperator
airflow.contrib.operators.gcp_dlp_operator.CloudDLPGetDlpJobOperator	airflow.providers.google.cloud.operators.dlp.CloudDLPGetDLPJobOperator
airflow.contrib.operators.gcp_dlp_operator.CloudDLPGetInspectTemplateOperator	airflow.providers.google.cloud.operators.dlp.CloudDLPGetInspectTemplateOperator
airflow.contrib.operators.gcp_dlp_operator.CloudDLPGetJobTripperOperator	airflow.providers.google.cloud.operators.dlp.CloudDLPGetJobTriggerOperator
airflow.contrib.operators.gcp_dlp_operator.CloudDLPGetStoredInfoTypeOperator	airflow.providers.google.cloud.operators.dlp.CloudDLPGetStoredInfoTypeOperator
airflow.contrib.operators.gcp_dlp_operator.CloudDLPInspectContentOperator	airflow.providers.google.cloud.operators.dlp.CloudDLPInspectContentOperator
airflow.contrib.operators.gcp_dlp_operator.CloudDLPListDeidentifyTemplatesOperator	airflow.providers.google.cloud.operators.dlp.CloudDLPListDeidentifyTemplatesOperator
airflow.contrib.operators.gcp_dlp_operator.CloudDLPListDlpJobsOperator	airflow.providers.google.cloud.operators.dlp.CloudDLPListDLPJobsOperator
airflow.contrib.operators.gcp_dlp_operator.CloudDLPListInfoTypesOperator	airflow.providers.google.cloud.operators.dlp.CloudDLPListInfoTypesOperator
airflow.contrib.operators.gcp_dlp_operator.CloudDLPListInspectTemplatesOperator	airflow.providers.google.cloud.operators.dlp.CloudDLPListInspectTemplatesOperator
airflow.contrib.operators.gcp_dlp_operator.CloudDLPListJobTriggersOperator	airflow.providers.google.cloud.operators.dlp.CloudDLPListJobTriggersOperator
airflow.contrib.operators.gcp_dlp_operator.CloudDLPListStoredInfoTypesOperator	airflow.providers.google.cloud.operators.dlp.CloudDLPListStoredInfoTypesOperator
airflow.contrib.operators.gcp_dlp_operator.CloudDLPRedactImageOperator	airflow.providers.google.cloud.operators.dlp.CloudDLPRedactImageOperator
airflow.contrib.operators.gcp_dlp_operator.CloudDLPReidentifyContentOperator	airflow.providers.google.cloud.operators.dlp.CloudDLPReidentifyContentOperator
airflow.contrib.operators.gcp_dlp_operator.CloudDLPUpdateDeidentifyTemplateOperator	airflow.providers.google.cloud.operators.dlp.CloudDLPUpdateDeidentifyTemplateOperator
airflow.contrib.operators.gcp_dlp_operator.CloudDLPUpdateInspectTemplateOperator	airflow.providers.google.cloud.operators.dlp.CloudDLPUpdateInspectTemplateOperator
airflow.contrib.operators.gcp_dlp_operator.CloudDLPUpdateJobTriggerOperator	airflow.providers.google.cloud.operators.dlp.CloudDLPUpdateJobTriggerOperator
airflow.contrib.operators.gcp_dlp_operator.CloudDLPUpdateStoredInfoTypeOperator	airflow.providers.google.cloud.operators.dlp.CloudDLPUpdateStoredInfoTypeOperator
airflow.contrib.operators.gcp_function_operator.GcfFunctionDeleteOperator	airflow.providers.google.cloud.operators.functions.GcfFunctionDeleteOperator
airflow.contrib.operators.gcp_function_operator.GcfFunctionDeployOperator	airflow.providers.google.cloud.operators.functions.GcfFunctionDeployOperator
airflow.contrib.operators.gcp_natural_language_operator.CloudNaturalLanguageAnalyzeEntitiesOperator	airflow.providers.google.cloud.operators.natural_language.CloudNaturalLanguageAnalyzeEntitiesOperator
airflow.contrib.operators.gcp_natural_language_operator.CloudNaturalLanguageAnalyzeEntitySentimentOperator	airflow.providers.google.cloud.operators.natural_language.CloudNaturalLanguageAnalyzeEntitySentimentOperator
airflow.contrib.operators.gcp_natural_language_operator.CloudNaturalLanguageAnalyzeSentimentOperator	airflow.providers.google.cloud.operators.natural_language.CloudNaturalLanguageAnalyzeSentimentOperator
airflow.contrib.operators.gcp_natural_language_operator.CloudNaturalLanguageClassifyTextOperator	airflow.providers.google.cloud.operators.natural_language.CloudNaturalLanguageClassifyTextOperator
airflow.contrib.operators.gcp_spanner_operator.CloudSpannerInstanceDatabaseDeleteOperator	airflow.providers.google.cloud.operators.spanner.SpannerDeleteDatabaseInstanceOperator
airflow.contrib.operators.gcp_spanner_operator.CloudSpannerInstanceDatabaseDeployOperator	airflow.providers.google.cloud.operators.spanner.SpannerDeployDatabaseInstanceOperator
airflow.contrib.operators.gcp_spanner_operator.CloudSpannerInstanceDatabaseQueryOperator	airflow.providers.google.cloud.operators.spanner.SpannerQueryDatabaseInstanceOperator
airflow.contrib.operators.gcp_spanner_operator.CloudSpannerInstanceDatabaseUpdateOperator	airflow.providers.google.cloud.operators.spanner.SpannerUpdateDatabaseInstanceOperator
airflow.contrib.operators.gcp_spanner_operator.CloudSpannerInstanceDeleteOperator	airflow.providers.google.cloud.operators.spanner.SpannerDeleteInstanceOperator
airflow.contrib.operators.gcp_spanner_operator.CloudSpannerInstanceDeployOperator	airflow.providers.google.cloud.operators.spanner.SpannerDeployInstanceOperator
airflow.contrib.operators.gcp_speech_to_text_operator.GcpSpeechToTextRecognizeSpeechOperator	airflow.providers.google.cloud.operators.speech_to_text.CloudSpeechToTextRecognizeSpeechOperator
airflow.contrib.operators.gcp_text_to_speech_operator.GcpTextToSpeechSynthesizeOperator	airflow.providers.google.cloud.operators.text_to_speech.CloudTextToSpeechSynthesizeOperator
airflow.contrib.operators.gcp_transfer_operator.GcpTransferServiceJobCreateOperator	airflow.providers.google.cloud.operators.cloud_storage_transfer_service.CloudDataTransferServiceCreateJobOperator
airflow.contrib.operators.gcp_transfer_operator.GcpTransferServiceJobDeleteOperator	airflow.providers.google.cloud.operators.cloud_storage_transfer_service.CloudDataTransferServiceDeleteJobOperator
airflow.contrib.operators.gcp_transfer_operator.GcpTransferServiceJobUpdateOperator	airflow.providers.google.cloud.operators.cloud_storage_transfer_service.CloudDataTransferServiceUpdateJobOperator
airflow.contrib.operators.gcp_transfer_operator.GcpTransferServiceOperationCancelOperator	airflow.providers.google.cloud.operators.cloud_storage_transfer_service.CloudDataTransferServiceCancelOperationOperator
airflow.contrib.operators.gcp_transfer_operator.GcpTransferServiceOperationGetOperator	airflow.providers.google.cloud.operators.cloud_storage_transfer_service.CloudDataTransferServiceGetOperationOperator
airflow.contrib.operators.gcp_transfer_operator.GcpTransferServiceOperationPauseOperator	airflow.providers.google.cloud.operators.cloud_storage_transfer_service.CloudDataTransferServicePauseOperationOperator
airflow.contrib.operators.gcp_transfer_operator.GcpTransferServiceOperationResumeOperator	airflow.providers.google.cloud.operators.cloud_storage_transfer_service.CloudDataTransferServiceResumeOperationOperator
airflow.contrib.operators.gcp_transfer_operator.GcpTransferServiceOperationsListOperator	airflow.providers.google.cloud.operators.cloud_storage_transfer_service.CloudDataTransferServiceListOperationsOperator
airflow.contrib.operators.gcp_transfer_operator.GoogleCloudStorageToGoogleCloudStorageTransferOperator	airflow.providers.google.cloud.operators.cloud_storage_transfer_service.CloudDataTransferServiceGCSToGCSOperator
airflow.contrib.operators.gcp_translate_operator.CloudTranslateTextOperator	airflow.providers.google.cloud.operators.translate.CloudTranslateTextOperator
airflow.contrib.operators.gcp_translate_speech_operator.GcpTranslateSpeechOperator	airflow.providers.google.cloud.operators.translate_speech.GcpTranslateSpeechOperator
airflow.contrib.operators.gcp_video_intelligence_operator.CloudVideoIntelligenceDetectVideoExplicitContentOperator	airflow.providers.google.cloud.operators.video_intelligence.CloudVideoIntelligenceDetectVideoExplicitContentOperator
airflow.contrib.operators.gcp_video_intelligence_operator.CloudVideoIntelligenceDetectVideoLabelsOperator	airflow.providers.google.cloud.operators.video_intelligence.CloudVideoIntelligenceDetectVideoLabelsOperator
airflow.contrib.operators.gcp_video_intelligence_operator.CloudVideoIntelligenceDetectVideoShotsOperator	airflow.providers.google.cloud.operators.video_intelligence.CloudVideoIntelligenceDetectVideoShotsOperator
airflow.contrib.operators.gcp_vision_operator.CloudVisionAddProductToProductSetOperator	airflow.providers.google.cloud.operators.vision.CloudVisionAddProductToProductSetOperator
airflow.contrib.operators.gcp_vision_operator.CloudVisionAnnotateImageOperator	airflow.providers.google.cloud.operators.vision.CloudVisionImageAnnotateOperator
airflow.contrib.operators.gcp_vision_operator.CloudVisionDetectDocumentTextOperator	airflow.providers.google.cloud.operators.vision.CloudVisionTextDetectOperator
airflow.contrib.operators.gcp_vision_operator.CloudVisionDetectImageLabelsOperator	airflow.providers.google.cloud.operators.vision.CloudVisionDetectImageLabelsOperator
airflow.contrib.operators.gcp_vision_operator.CloudVisionDetectImageSafeSearchOperator	airflow.providers.google.cloud.operators.vision.CloudVisionDetectImageSafeSearchOperator
airflow.contrib.operators.gcp_vision_operator.CloudVisionDetectTextOperator	airflow.providers.google.cloud.operators.vision.CloudVisionDetectTextOperator
airflow.contrib.operators.gcp_vision_operator.CloudVisionProductCreateOperator	airflow.providers.google.cloud.operators.vision.CloudVisionCreateProductOperator
airflow.contrib.operators.gcp_vision_operator.CloudVisionProductDeleteOperator	airflow.providers.google.cloud.operators.vision.CloudVisionDeleteProductOperator
airflow.contrib.operators.gcp_vision_operator.CloudVisionProductGetOperator	airflow.providers.google.cloud.operators.vision.CloudVisionGetProductOperator
airflow.contrib.operators.gcp_vision_operator.CloudVisionProductSetCreateOperator	airflow.providers.google.cloud.operators.vision.CloudVisionCreateProductSetOperator
airflow.contrib.operators.gcp_vision_operator.CloudVisionProductSetDeleteOperator	airflow.providers.google.cloud.operators.vision.CloudVisionDeleteProductSetOperator
airflow.contrib.operators.gcp_vision_operator.CloudVisionProductSetGetOperator	airflow.providers.google.cloud.operators.vision.CloudVisionGetProductSetOperator
airflow.contrib.operators.gcp_vision_operator.CloudVisionProductSetUpdateOperator	airflow.providers.google.cloud.operators.vision.CloudVisionUpdateProductSetOperator
airflow.contrib.operators.gcp_vision_operator.CloudVisionProductUpdateOperator	airflow.providers.google.cloud.operators.vision.CloudVisionUpdateProductOperator
airflow.contrib.operators.gcp_vision_operator.CloudVisionReferenceImageCreateOperator	airflow.providers.google.cloud.operators.vision.CloudVisionCreateReferenceImageOperator
airflow.contrib.operators.gcp_vision_operator.CloudVisionRemoveProductFromProductSetOperator	airflow.providers.google.cloud.operators.vision.CloudVisionRemoveProductFromProductSetOperator
airflow.contrib.operators.gcs_acl_operator.GoogleCloudStorageBucketCreateAclEntryOperator	airflow.providers.google.cloud.operators.gcs.GCSBucketCreateAclEntryOperator
airflow.contrib.operators.gcs_acl_operator.GoogleCloudStorageObjectCreateAclEntryOperator	airflow.providers.google.cloud.operators.gcs.GCSObjectCreateAclEntryOperator
airflow.contrib.operators.gcs_delete_operator.GoogleCloudStorageDeleteOperator	airflow.providers.google.cloud.operators.gcs.GCSDeleteObjectsOperator
airflow.contrib.operators.gcs_download_operator.GoogleCloudStorageDownloadOperator	airflow.providers.google.cloud.operators.gcs.GCSToLocalFilesystemOperator
airflow.contrib.operators.gcs_list_operator.GoogleCloudStorageListOperator	airflow.providers.google.cloud.operators.gcs.GCSListObjectsOperator
airflow.contrib.operators.gcs_operator.GoogleCloudStorageCreateBucketOperator	airflow.providers.google.cloud.operators.gcs.GCSCreateBucketOperator
airflow.contrib.operators.gcs_to_bq.GoogleCloudStorageToBigQueryOperator	airflow.operators.gcs_to_bq.GoogleCloudStorageToBigQueryOperator
airflow.contrib.operators.gcs_to_gcs.GoogleCloudStorageToGoogleCloudStorageOperator	airflow.operators.gcs_to_gcs.GoogleCloudStorageToGoogleCloudStorageOperator
airflow.contrib.operators.gcs_to_s3.GoogleCloudStorageToS3Operator	airflow.operators.gcs_to_s3.GCSToS3Operator
airflow.contrib.operators.mlengine_operator.MLEngineBatchPredictionOperator	airflow.providers.google.cloud.operators.mlengine.MLEngineStartBatchPredictionJobOperator
airflow.contrib.operators.mlengine_operator.MLEngineModelOperator	airflow.providers.google.cloud.operators.mlengine.MLEngineManageModelOperator
airflow.contrib.operators.mlengine_operator.MLEngineTrainingOperator	airflow.providers.google.cloud.operators.mlengine.MLEngineStartTrainingJobOperator
airflow.contrib.operators.mlengine_operator.MLEngineVersionOperator	airflow.providers.google.cloud.operators.mlengine.MLEngineManageVersionOperator
airflow.contrib.operators.mssql_to_gcs.MsSqlToGoogleCloudStorageOperator	airflow.operators.mssql_to_gcs.MsSqlToGoogleCloudStorageOperator
airflow.contrib.operators.mysql_to_gcs.MySqlToGoogleCloudStorageOperator	airflow.operators.mysql_to_gcs.MySqlToGoogleCloudStorageOperator
airflow.contrib.operators.postgres_to_gcs_operator.PostgresToGoogleCloudStorageOperator	airflow.operators.postgres_to_gcs.PostgresToGoogleCloudStorageOperator
airflow.contrib.operators.pubsub_operator.PubSubPublishOperator	airflow.providers.google.cloud.operators.pubsub.PubSubPublishMessageOperator
airflow.contrib.operators.pubsub_operator.PubSubSubscriptionCreateOperator	airflow.providers.google.cloud.operators.pubsub.PubSubCreateSubscriptionOperator
airflow.contrib.operators.pubsub_operator.PubSubSubscriptionDeleteOperator	airflow.providers.google.cloud.operators.pubsub.PubSubDeleteSubscriptionOperator
airflow.contrib.operators.pubsub_operator.PubSubTopicCreateOperator	airflow.providers.google.cloud.operators.pubsub.PubSubCreateTopicOperator
airflow.contrib.operators.pubsub_operator.PubSubTopicDeleteOperator	airflow.providers.google.cloud.operators.pubsub.PubSubDeleteTopicOperator
airflow.contrib.operators.sql_to_gcs.BaseSQLToGoogleCloudStorageOperator	airflow.operators.sql_to_gcs.BaseSQLToGoogleCloudStorageOperator
airflow.contrib.sensors.bigquery_sensor.BigQueryTableSensor	airflow.providers.google.cloud.sensors.bigquery.BigQueryTableExistenceSensor
airflow.contrib.sensors.gcp_transfer_sensor.GCPTransferServiceWaitForJobStatusSensor	airflow.providers.google.cloud.sensors.cloud_storage_transfer_service.DataTransferServiceJobStatusSensor
airflow.contrib.sensors.gcs_sensor.GoogleCloudStorageObjectSensor	airflow.providers.google.cloud.sensors.gcs.GCSObjectExistenceSensor
airflow.contrib.sensors.gcs_sensor.GoogleCloudStorageObjectUpdatedSensor	airflow.providers.google.cloud.sensors.gcs.GCSObjectUpdateSensor
airflow.contrib.sensors.gcs_sensor.GoogleCloudStoragePrefixSensor	airflow.providers.google.cloud.sensors.gcs.GCSObjectsWithPrefixExistenceSensor
airflow.contrib.sensors.gcs_sensor.GoogleCloudStorageUploadSessionCompleteSensor	airflow.providers.google.cloud.sensors.gcs.GCSUploadSessionCompleteSensor
airflow.contrib.sensors.pubsub_sensor.PubSubPullSensor	airflow.providers.google.cloud.sensors.pubsub.PubSubPullSensor

Unify default conn_id for Google Cloud

Previously not all hooks and operators related to Google Cloud use google_cloud_default as a default conn_id. There is currently one default variant. Values like google_cloud_storage_default, bigquery_default, google_cloud_datastore_default have been deprecated. The configuration of existing relevant connections in the database have been preserved. To use those deprecated GCP conn_id, you need to explicitly pass their conn_id into operators/hooks. Otherwise, google_cloud_default will be used as GCP’s conn_id by default.

airflow.providers.google.cloud.hooks.dataflow.DataflowHook

airflow.providers.google.cloud.operators.dataflow.DataflowCreateJavaJobOperator

airflow.providers.google.cloud.operators.dataflow.DataflowTemplatedJobStartOperator

airflow.providers.google.cloud.operators.dataflow.DataflowCreatePythonJobOperator

To use project_id argument consistently across GCP hooks and operators, we did the following changes:

• Changed order of arguments in DataflowHook.start_python_dataflow. Uses

  with positional arguments may break.

• Changed order of arguments in DataflowHook.is_job_dataflow_running. Uses

  with positional arguments may break.

• Changed order of arguments in DataflowHook.cancel_job. Uses

  with positional arguments may break.

• Added optional project_id argument to DataflowCreateJavaJobOperator

  constructor.

• Added optional project_id argument to DataflowTemplatedJobStartOperator

  constructor.

• Added optional project_id argument to DataflowCreatePythonJobOperator

  constructor.

airflow.providers.google.cloud.sensors.gcs.GCSUploadSessionCompleteSensor

To provide more precise control in handling of changes to objects in underlying GCS Bucket the constructor of this sensor now has changed.

• Old Behavior: This constructor used to optionally take previous_num_objects: int.

• New replacement constructor kwarg: previous_objects: Optional[Set[str]].

Most users would not specify this argument because the bucket begins empty and the user wants to treat any files as new.

Example of Updating usage of this sensor: Users who used to call:

GCSUploadSessionCompleteSensor(bucket='my_bucket', prefix='my_prefix', previous_num_objects=1)

Will now call:

GCSUploadSessionCompleteSensor(bucket='my_bucket', prefix='my_prefix', previous_num_objects={'.keep'})

Where ‘.keep’ is a single file at your prefix that the sensor should not consider new.

airflow.providers.google.cloud.hooks.bigquery.BigQueryBaseCursor

airflow.providers.google.cloud.hooks.bigquery.BigQueryHook

To simplify BigQuery operators (no need of Cursor) and standardize usage of hooks within all GCP integration methods from BiqQueryBaseCursor were moved to BigQueryHook. Using them by from Cursor object is still possible due to preserved backward compatibility but they will raise DeprecationWarning. The following methods were moved:

Old path	New path
airflow.providers.google.cloud.hooks.bigquery.BigQueryBaseCursor.cancel_query	airflow.providers.google.cloud.hooks.bigquery.BigQueryHook.cancel_query
airflow.providers.google.cloud.hooks.bigquery.BigQueryBaseCursor.create_empty_dataset	airflow.providers.google.cloud.hooks.bigquery.BigQueryHook.create_empty_dataset
airflow.providers.google.cloud.hooks.bigquery.BigQueryBaseCursor.create_empty_table	airflow.providers.google.cloud.hooks.bigquery.BigQueryHook.create_empty_table
airflow.providers.google.cloud.hooks.bigquery.BigQueryBaseCursor.create_external_table	airflow.providers.google.cloud.hooks.bigquery.BigQueryHook.create_external_table
airflow.providers.google.cloud.hooks.bigquery.BigQueryBaseCursor.delete_dataset	airflow.providers.google.cloud.hooks.bigquery.BigQueryHook.delete_dataset
airflow.providers.google.cloud.hooks.bigquery.BigQueryBaseCursor.get_dataset	airflow.providers.google.cloud.hooks.bigquery.BigQueryHook.get_dataset
airflow.providers.google.cloud.hooks.bigquery.BigQueryBaseCursor.get_dataset_tables	airflow.providers.google.cloud.hooks.bigquery.BigQueryHook.get_dataset_tables
airflow.providers.google.cloud.hooks.bigquery.BigQueryBaseCursor.get_dataset_tables_list	airflow.providers.google.cloud.hooks.bigquery.BigQueryHook.get_dataset_tables_list
airflow.providers.google.cloud.hooks.bigquery.BigQueryBaseCursor.get_datasets_list	airflow.providers.google.cloud.hooks.bigquery.BigQueryHook.get_datasets_list
airflow.providers.google.cloud.hooks.bigquery.BigQueryBaseCursor.get_schema	airflow.providers.google.cloud.hooks.bigquery.BigQueryHook.get_schema
airflow.providers.google.cloud.hooks.bigquery.BigQueryBaseCursor.get_tabledata	airflow.providers.google.cloud.hooks.bigquery.BigQueryHook.get_tabledata
airflow.providers.google.cloud.hooks.bigquery.BigQueryBaseCursor.insert_all	airflow.providers.google.cloud.hooks.bigquery.BigQueryHook.insert_all
airflow.providers.google.cloud.hooks.bigquery.BigQueryBaseCursor.patch_dataset	airflow.providers.google.cloud.hooks.bigquery.BigQueryHook.patch_dataset
airflow.providers.google.cloud.hooks.bigquery.BigQueryBaseCursor.patch_table	airflow.providers.google.cloud.hooks.bigquery.BigQueryHook.patch_table
airflow.providers.google.cloud.hooks.bigquery.BigQueryBaseCursor.poll_job_complete	airflow.providers.google.cloud.hooks.bigquery.BigQueryHook.poll_job_complete
airflow.providers.google.cloud.hooks.bigquery.BigQueryBaseCursor.run_copy	airflow.providers.google.cloud.hooks.bigquery.BigQueryHook.run_copy
airflow.providers.google.cloud.hooks.bigquery.BigQueryBaseCursor.run_extract	airflow.providers.google.cloud.hooks.bigquery.BigQueryHook.run_extract
airflow.providers.google.cloud.hooks.bigquery.BigQueryBaseCursor.run_grant_dataset_view_access	airflow.providers.google.cloud.hooks.bigquery.BigQueryHook.run_grant_dataset_view_access
airflow.providers.google.cloud.hooks.bigquery.BigQueryBaseCursor.run_load	airflow.providers.google.cloud.hooks.bigquery.BigQueryHook.run_load
airflow.providers.google.cloud.hooks.bigquery.BigQueryBaseCursor.run_query	airflow.providers.google.cloud.hooks.bigquery.BigQueryHook.run_query
airflow.providers.google.cloud.hooks.bigquery.BigQueryBaseCursor.run_table_delete	airflow.providers.google.cloud.hooks.bigquery.BigQueryHook.run_table_delete
airflow.providers.google.cloud.hooks.bigquery.BigQueryBaseCursor.run_table_upsert	airflow.providers.google.cloud.hooks.bigquery.BigQueryHook.run_table_upsert
airflow.providers.google.cloud.hooks.bigquery.BigQueryBaseCursor.run_with_configuration	airflow.providers.google.cloud.hooks.bigquery.BigQueryHook.run_with_configuration
airflow.providers.google.cloud.hooks.bigquery.BigQueryBaseCursor.update_dataset	airflow.providers.google.cloud.hooks.bigquery.BigQueryHook.update_dataset

airflow.providers.google.cloud.hooks.bigquery.BigQueryBaseCursor

Since BigQuery is the part of the GCP it was possible to simplify the code by handling the exceptions by usage of the airflow.providers.google.common.hooks.base.GoogleBaseHook.catch_http_exception decorator however it changes exceptions raised by the following methods:

• airflow.providers.google.cloud.hooks.bigquery.BigQueryBaseCursor.run_table_delete raises AirflowException instead of Exception.

• airflow.providers.google.cloud.hooks.bigquery.BigQueryBaseCursor.create_empty_dataset raises AirflowException instead of ValueError.

• airflow.providers.google.cloud.hooks.bigquery.BigQueryBaseCursor.get_dataset raises AirflowException instead of ValueError.

airflow.providers.google.cloud.operators.bigquery.BigQueryCreateEmptyTableOperator

airflow.providers.google.cloud.operators.bigquery.BigQueryCreateEmptyDatasetOperator

Idempotency was added to BigQueryCreateEmptyTableOperator and BigQueryCreateEmptyDatasetOperator. But to achieve that try / except clause was removed from create_empty_dataset and create_empty_table methods of BigQueryHook.

airflow.providers.google.cloud.hooks.dataflow.DataflowHook

airflow.providers.google.cloud.hooks.mlengine.MLEngineHook

airflow.providers.google.cloud.hooks.pubsub.PubSubHook

The change in GCP operators implies that GCP Hooks for those operators require now keyword parameters rather than positional ones in all methods where project_id is used. The methods throw an explanatory exception in case they are called using positional parameters.

Other GCP hooks are unaffected.

airflow.providers.google.cloud.hooks.pubsub.PubSubHook

airflow.providers.google.cloud.operators.pubsub.PubSubTopicCreateOperator

airflow.providers.google.cloud.operators.pubsub.PubSubSubscriptionCreateOperator

airflow.providers.google.cloud.operators.pubsub.PubSubTopicDeleteOperator

airflow.providers.google.cloud.operators.pubsub.PubSubSubscriptionDeleteOperator

airflow.providers.google.cloud.operators.pubsub.PubSubPublishOperator

airflow.providers.google.cloud.sensors.pubsub.PubSubPullSensor

In the PubSubPublishOperator and PubSubHook.publsh method the data field in a message should be bytestring (utf-8 encoded) rather than base64 encoded string.

Due to the normalization of the parameters within GCP operators and hooks a parameters like project or topic_project are deprecated and will be substituted by parameter project_id. In PubSubHook.create_subscription hook method in the parameter subscription_project is replaced by subscription_project_id. Template fields are updated accordingly and old ones may not work.

It is required now to pass key-word only arguments to PubSub hook.

These changes are not backward compatible.

airflow.providers.google.cloud.operators.kubernetes_engine.GKEStartPodOperator

The gcp_conn_id parameter in GKEPodOperator is required. In previous versions, it was possible to pass the None value to the gcp_conn_id in the GKEStartPodOperator operator, which resulted in credentials being determined according to the Application Default Credentials strategy.

Now this parameter requires a value. To restore the previous behavior, configure the connection without specifying the service account.

Detailed information about connection management is available: Google Cloud Connection.

airflow.providers.google.cloud.hooks.gcs.GCSHook

• The following parameters have been replaced in all the methods in GCSHook:

  • bucket is changed to bucket_name

  • object is changed to object_name

• The maxResults parameter in GoogleCloudStorageHook.list has been renamed to max_results for consistency.

airflow.providers.google.cloud.operators.dataproc.DataprocSubmitPigJobOperator

airflow.providers.google.cloud.operators.dataproc.DataprocSubmitHiveJobOperator

airflow.providers.google.cloud.operators.dataproc.DataprocSubmitSparkSqlJobOperator

airflow.providers.google.cloud.operators.dataproc.DataprocSubmitSparkJobOperator

airflow.providers.google.cloud.operators.dataproc.DataprocSubmitHadoopJobOperator

airflow.providers.google.cloud.operators.dataproc.DataprocSubmitPySparkJobOperator

The ‘properties’ and ‘jars’ properties for the Dataproc related operators (DataprocXXXOperator) have been renamed from dataproc_xxxx_properties and dataproc_xxx_jars to dataproc_properties and dataproc_jarsrespectively. Arguments for dataproc_properties dataproc_jars

airflow.providers.google.cloud.operators.cloud_storage_transfer_service.CloudDataTransferServiceCreateJobOperator

To obtain pylint compatibility the filter argument in CloudDataTransferServiceCreateJobOperator has been renamed to request_filter.

airflow.providers.google.cloud.hooks.cloud_storage_transfer_service.CloudDataTransferServiceHook

To obtain pylint compatibility the filter argument in CloudDataTransferServiceHook.list_transfer_job and CloudDataTransferServiceHook.list_transfer_operations has been renamed to request_filter.

airflow.providers.google.cloud.hooks.bigquery.BigQueryHook

In general all hook methods are decorated with @GoogleBaseHook.fallback_to_default_project_id thus parameters to hook can only be passed via keyword arguments.

• create_empty_table method accepts now table_resource parameter. If provided all other parameters are ignored.

• create_empty_dataset will now use values from dataset_reference instead of raising error if parameters were passed in dataset_reference and as arguments to method. Additionally validation of dataset_reference is done using Dataset.from_api_repr. Exception and log messages has been changed.

• update_dataset requires now new fields argument (breaking change)

• delete_dataset has new signature (dataset_id, project_id, …) previous one was (project_id, dataset_id, …) (breaking change)

• get_tabledata returns list of rows instead of API response in dict format. This method is deprecated in favor of list_rows. (breaking change)

airflow.providers.google.cloud.hooks.cloud_build.CloudBuildHook

airflow.providers.google.cloud.operators.cloud_build.CloudBuildCreateBuildOperator

The api_version has been removed and will not be used since we migrate CloudBuildHook from using

Discovery API to native google-cloud-build python library.

The body parameter in CloudBuildCreateBuildOperator has been deprecated.

Instead, you should pass body using the build parameter.

airflow.providers.google.cloud.hooks.dataflow.DataflowHook.start_python_dataflow

airflow.providers.google.cloud.hooks.dataflow.DataflowHook.start_python_dataflow

airflow.providers.google.cloud.operators.dataflow.DataflowCreatePythonJobOperator

Change python3 as Dataflow Hooks/Operators default interpreter

Now the py_interpreter argument for DataFlow Hooks/Operators has been changed from python2 to python3.

airflow.providers.google.common.hooks.base_google.GoogleBaseHook

To simplify the code, the decorator provide_gcp_credential_file has been moved from the inner-class.

Instead of @GoogleBaseHook._Decorators.provide_gcp_credential_file, you should write @GoogleBaseHook.provide_gcp_credential_file

airflow.providers.google.cloud.operators.dataproc.DataprocCreateClusterOperator

It is highly recommended to have 1TB+ disk size for Dataproc to have sufficient throughput: https://cloud.google.com/compute/docs/disks/performance

Hence, the default value for master_disk_size in DataprocCreateClusterOperator has been changed from 500GB to 1TB.

Generating Cluster Config

If you are upgrading from Airflow 1.10.x and are not using CLUSTER_CONFIG, You can easily generate config using make() of airflow.providers.google.cloud.operators.dataproc.ClusterGenerator

This has been proved specially useful if you are using metadata argument from older API, refer AIRFLOW-16911 for details.

eg. your cluster creation may look like this in v1.10.x

path = f"gs://goog-dataproc-initialization-actions-us-central1/python/pip-install.sh"

create_cluster = DataprocClusterCreateOperator(
    task_id="create_dataproc_cluster",
    cluster_name="test",
    project_id="test",
    zone="us-central1-a",
    region="us-central1",
    master_machine_type="n1-standard-4",
    worker_machine_type="n1-standard-4",
    num_workers=2,
    storage_bucket="test_bucket",
    init_actions_uris=[path],
    metadata={"PIP_PACKAGES": "pyyaml requests pandas openpyxl"},
)

After upgrading to v2.x.x and using CLUSTER_CONFIG, it will look like followed:

path = f"gs://goog-dataproc-initialization-actions-us-central1/python/pip-install.sh"

CLUSTER_CONFIG = ClusterGenerator(
    project_id="test",
    zone="us-central1-a",
    master_machine_type="n1-standard-4",
    worker_machine_type="n1-standard-4",
    num_workers=2,
    storage_bucket="test",
    init_actions_uris=[path],
    metadata={"PIP_PACKAGES": "pyyaml requests pandas openpyxl"},
).make()

create_cluster_operator = DataprocClusterCreateOperator(
    task_id="create_dataproc_cluster",
    cluster_name="test",
    project_id="test",
    region="us-central1",
    cluster_config=CLUSTER_CONFIG,
)

airflow.providers.google.cloud.operators.bigquery.BigQueryGetDatasetTablesOperator

We changed signature of BigQueryGetDatasetTablesOperator.

Before:

def __init__(
    dataset_id: str,
    dataset_resource: dict,
    # ...
):
    ...

After:

def __init__(
    dataset_resource: dict,
    dataset_id: Optional[str] = None,
    # ...
):
    ...

Changes in amazon provider package

We strive to ensure that there are no changes that may affect the end user, and your Python files, but this release may contain changes that will require changes to your configuration, DAG Files or other integration e.g. custom operators.

Only changes unique to this provider are described here. You should still pay attention to the changes that have been made to the core (including core operators) as they can affect the integration behavior of this provider.

This section describes the changes that have been made, and what you need to do to update your if you use operators or hooks which integrate with Amazon services (including Amazon Web Service - AWS).

Migration of AWS components

All AWS components (hooks, operators, sensors, example DAGs) will be grouped together as decided in AIP-21. Migrated components remain backwards compatible but raise a DeprecationWarning when imported from the old module. Migrated are:

Old path	New path
airflow.hooks.S3_hook.S3Hook	airflow.providers.amazon.aws.hooks.s3.S3Hook
airflow.contrib.hooks.aws_athena_hook.AWSAthenaHook	airflow.providers.amazon.aws.hooks.athena.AWSAthenaHook
airflow.contrib.hooks.aws_lambda_hook.AwsLambdaHook	airflow.providers.amazon.aws.hooks.lambda_function.AwsLambdaHook
airflow.contrib.hooks.aws_sqs_hook.SQSHook	airflow.providers.amazon.aws.hooks.sqs.SQSHook
airflow.contrib.hooks.aws_sns_hook.AwsSnsHook	airflow.providers.amazon.aws.hooks.sns.AwsSnsHook
airflow.contrib.operators.aws_athena_operator.AWSAthenaOperator	airflow.providers.amazon.aws.operators.athena.AWSAthenaOperator
airflow.contrib.operators.awsbatch.AWSBatchOperator	airflow.providers.amazon.aws.operators.batch.AwsBatchOperator
airflow.contrib.operators.awsbatch.BatchProtocol	airflow.providers.amazon.aws.hooks.batch_client.AwsBatchProtocol
private attrs and methods on AWSBatchOperator	airflow.providers.amazon.aws.hooks.batch_client.AwsBatchClient
n/a	airflow.providers.amazon.aws.hooks.batch_waiters.AwsBatchWaiters
airflow.contrib.operators.aws_sqs_publish_operator.SQSPublishOperator	airflow.providers.amazon.aws.operators.sqs.SQSPublishOperator
airflow.contrib.operators.aws_sns_publish_operator.SnsPublishOperator	airflow.providers.amazon.aws.operators.sns.SnsPublishOperator
airflow.contrib.sensors.aws_athena_sensor.AthenaSensor	airflow.providers.amazon.aws.sensors.athena.AthenaSensor
airflow.contrib.sensors.aws_sqs_sensor.SQSSensor	airflow.providers.amazon.aws.sensors.sqs.SQSSensor

airflow.providers.amazon.aws.hooks.emr.EmrHook

airflow.providers.amazon.aws.operators.emr_add_steps.EmrAddStepsOperator

airflow.providers.amazon.aws.operators.emr_create_job_flow.EmrCreateJobFlowOperator

airflow.providers.amazon.aws.operators.emr_terminate_job_flow.EmrTerminateJobFlowOperator

The default value for the aws_conn_id was accidentally set to ‘s3_default’ instead of ‘aws_default’ in some of the emr operators in previous versions. This was leading to EmrStepSensor not being able to find their corresponding emr cluster. With the new changes in the EmrAddStepsOperator, EmrTerminateJobFlowOperator and EmrCreateJobFlowOperator this issue is solved.

airflow.providers.amazon.aws.operators.batch.AwsBatchOperator

The AwsBatchOperator was refactored to extract an AwsBatchClient (and inherit from it). The changes are mostly backwards compatible and clarify the public API for these classes; some private methods on AwsBatchOperator for polling a job status were relocated and renamed to surface new public methods on AwsBatchClient (and via inheritance on AwsBatchOperator). A couple of job attributes are renamed on an instance of AwsBatchOperator; these were mostly used like private attributes but they were surfaced in the public API, so any use of them needs to be updated as follows:

• AwsBatchOperator().jobId -> AwsBatchOperator().job_id

• AwsBatchOperator().jobName -> AwsBatchOperator().job_name

The AwsBatchOperator gets a new option to define a custom model for waiting on job status changes. The AwsBatchOperator can use a new waiters parameter, an instance of AwsBatchWaiters, to specify that custom job waiters will be used to monitor a batch job. See the latest API documentation for details.

airflow.providers.amazon.aws.sensors.athena.AthenaSensor

Replace parameter max_retires with max_retries to fix typo.

airflow.providers.amazon.aws.hooks.s3.S3Hook

Note: The order of arguments has changed for check_for_prefix. The bucket_name is now optional. It falls back to the connection schema attribute. The delete_objects now returns None instead of a response, since the method now makes multiple api requests when the keys list length is > 1000.

Changes in other provider packages

We strive to ensure that there are no changes that may affect the end user and your Python files, but this release may contain changes that will require changes to your configuration, DAG Files or other integration e.g. custom operators.

Only changes unique to providers are described here. You should still pay attention to the changes that have been made to the core (including core operators) as they can affect the integration behavior of this provider.

This section describes the changes that have been made, and what you need to do to update your if you use any code located in airflow.providers package.

Changed return type of list_prefixes and list_keys methods in S3Hook

Previously, the list_prefixes and list_keys methods returned None when there were no results. The behavior has been changed to return an empty list instead of None in this case.

Removed HipChat integration

HipChat has reached end of life and is no longer available.

For more information please see https://community.atlassian.com/t5/Stride-articles/Stride-and-Hipchat-Cloud-have-reached-End-of-Life-updated/ba-p/940248

airflow.providers.salesforce.hooks.salesforce.SalesforceHook

Replace parameter sandbox with domain. According to change in simple-salesforce package.

Rename sign_in function to get_conn.

airflow.providers.apache.pinot.hooks.pinot.PinotAdminHook.create_segment

Rename parameter name from format to segment_format in PinotAdminHook function create_segment for pylint compatible

airflow.providers.apache.hive.hooks.hive.HiveMetastoreHook.get_partitions

Rename parameter name from filter to partition_filter in HiveMetastoreHook function get_partitions for pylint compatible

airflow.providers.ftp.hooks.ftp.FTPHook.list_directory

Remove unnecessary parameter nlst in FTPHook function list_directory for pylint compatible

airflow.providers.postgres.hooks.postgres.PostgresHook.copy_expert

Remove unnecessary parameter open in PostgresHook function copy_expert for pylint compatible

airflow.providers.opsgenie.operators.opsgenie_alert.OpsgenieAlertOperator

Change parameter name from visibleTo to visible_to in OpsgenieAlertOperator for pylint compatible

airflow.providers.imap.hooks.imap.ImapHook

airflow.providers.imap.sensors.imap_attachment.ImapAttachmentSensor

ImapHook:

• The order of arguments has changed for has_mail_attachment, retrieve_mail_attachments and download_mail_attachments.

• A new mail_filter argument has been added to each of those.

airflow.providers.http.hooks.http.HttpHook

The HTTPHook is now secured by default: verify=True (before: verify=False) This can be overwritten by using the extra_options param as {'verify': False}.

airflow.providers.cloudant.hooks.cloudant.CloudantHook

• upgraded cloudant version from >=0.5.9,<2.0 to >=2.0

• removed the use of the schema attribute in the connection

• removed db function since the database object can also be retrieved by calling cloudant_session['database_name']

For example:

from airflow.providers.cloudant.hooks.cloudant import CloudantHook

with CloudantHook().get_conn() as cloudant_session:
    database = cloudant_session["database_name"]

See the docs for more information on how to use the new cloudant version.

airflow.providers.snowflake

When initializing a Snowflake hook or operator, the value used for snowflake_conn_id was always snowflake_conn_id, regardless of whether or not you specified a value for it. The default snowflake_conn_id value is now switched to snowflake_default for consistency and will be properly overridden when specified.

Other changes

This release also includes changes that fall outside any of the sections above.

Standardized “extra” requirements

We standardized the Extras names and synchronized providers package names with the main airflow extras.

We deprecated a number of extras in 2.0.

Deprecated extras	New extras
atlas	apache.atlas
aws	amazon
azure	microsoft.azure
azure_blob_storage	microsoft.azure
azure_data_lake	microsoft.azure
azure_cosmos	microsoft.azure
azure_container_instances	microsoft.azure
cassandra	apache.cassandra
druid	apache.druid
gcp	google
gcp_api	google
hdfs	apache.hdfs
hive	apache.hive
kubernetes	cncf.kubernetes
mssql	microsoft.mssql
pinot	apache.pinot
webhdfs	apache.webhdfs
winrm	apache.winrm

For example:

If you want to install integration for Apache Atlas, then instead of pip install apache-airflow[atlas] you should use pip install apache-airflow[apache.atlas].

NOTE!

If you want to install integration for Microsoft Azure, then instead of

pip install 'apache-airflow[azure_blob_storage,azure_data_lake,azure_cosmos,azure_container_instances]'

you should run pip install 'apache-airflow[microsoft.azure]'

If you want to install integration for Amazon Web Services, then instead of pip install 'apache-airflow[s3,emr]', you should execute pip install 'apache-airflow[aws]'

The deprecated extras will be removed in 3.0.

Simplify the response payload of endpoints /dag_stats and /task_stats

The response of endpoints /dag_stats and /task_stats help UI fetch brief statistics about DAGs and Tasks. The format was like

{
    "example_http_operator": [
        {
            "state": "success",
            "count": 0,
            "dag_id": "example_http_operator",
            "color": "green"
        },
        {
            "state": "running",
            "count": 0,
            "dag_id": "example_http_operator",
            "color": "lime"
        }
    ]
}

The dag_id was repeated in the payload, which makes the response payload unnecessarily bigger.

Now the dag_id will not appear repeated in the payload, and the response format is like

{
    "example_http_operator": [
        {
            "state": "success",
            "count": 0,
            "color": "green"
        },
        {
            "state": "running",
            "count": 0,
            "color": "lime"
        }
    ]
}

Airflow 1.10.15 (2021-03-17)

Significant Changes

No significant changes.

Bug Fixes

• Fix airflow db upgrade to upgrade db as intended (#13267)

• Moved boto3 limitation to snowflake (#13286)

• KubernetesExecutor should accept images from executor_config (#13074)

• Scheduler should acknowledge active runs properly (#13803)

• Include airflow/contrib/executors in the dist package

• Pin Click version for Python 2.7 users

• Ensure all StatsD timers use millisecond values. (#10633)

• [kubernetes_generate_dag_yaml] - Fix dag yaml generate function (#13816)

• Fix airflow tasks clear cli command with --yes (#14188)

• Fix permission error on non-POSIX filesystem (#13121) (#14383)

• Fixed deprecation message for “variables” command (#14457)

• BugFix: fix the delete_dag function of json_client (#14441)

• Fix merging of secrets and configmaps for KubernetesExecutor (#14090)

• Fix webserver exiting when gunicorn master crashes (#13470)

• Bump ini from 1.3.5 to 1.3.8 in airflow/www_rbac

• Bump datatables.net from 1.10.21 to 1.10.23 in airflow/www_rbac

• Webserver: Sanitize string passed to origin param (#14738)

• Make rbac_app’s db.session use the same timezone with @provide_session (#14025)

Improvements

• Adds airflow as viable docker command in official image (#12878)

• StreamLogWriter: Provide (no-op) close method (#10885)

• Add ‘airflow variables list’ command for 1.10.x transition version (#14462)

Doc only changes

• Update URL for Airflow docs (#13561)

• Clarifies version args for installing 1.10 in Docker (#12875)

Airflow 1.10.14 (2020-12-10)

Significant Changes

[scheduler] max_threads config has been renamed to [scheduler] parsing_processes

From Airflow 1.10.14, max_threads config under [scheduler] section has been renamed to parsing_processes.

This is to align the name with the actual code where the Scheduler launches the number of processes defined by [scheduler] parsing_processes to parse the DAG files.

Airflow CLI changes in line with 2.0

The Airflow CLI has been organized so that related commands are grouped together as subcommands, which means that if you use these commands in your scripts, they will now raise a DeprecationWarning and you have to make changes to them before you upgrade to Airflow 2.0.

This section describes the changes that have been made, and what you need to do to update your script.

The ability to manipulate users from the command line has been changed. airflow create_user, airflow delete_user

and airflow list_users has been grouped to a single command airflow users with optional flags create, list and delete.

The airflow list_dags command is now airflow dags list, airflow pause is airflow dags pause, etc.

In Airflow 1.10 and 2.0 there is an airflow config command but there is a difference in behavior. In Airflow 1.10, it prints all config options while in Airflow 2.0, it’s a command group. airflow config is now airflow config list. You can check other options by running the command airflow config --help

Compatibility with the old CLI has been maintained, but they will no longer appear in the help

You can learn about the commands by running airflow --help. For example to get help about the celery group command, you have to run the help command: airflow celery --help.

Old command	New command	Group
airflow worker	airflow celery worker	celery
airflow flower	airflow celery flower	celery
airflow trigger_dag	airflow dags trigger	dags
airflow delete_dag	airflow dags delete	dags
airflow show_dag	airflow dags show	dags
airflow list_dag	airflow dags list	dags
airflow dag_status	airflow dags status	dags
airflow backfill	airflow dags backfill	dags
airflow list_dag_runs	airflow dags list-runs	dags
airflow pause	airflow dags pause	dags
airflow unpause	airflow dags unpause	dags
airflow next_execution	airflow dags next-execution	dags
airflow test	airflow tasks test	tasks
airflow clear	airflow tasks clear	tasks
airflow list_tasks	airflow tasks list	tasks
airflow task_failed_deps	airflow tasks failed-deps	tasks
airflow task_state	airflow tasks state	tasks
airflow run	airflow tasks run	tasks
airflow render	airflow tasks render	tasks
airflow initdb	airflow db init	db
airflow resetdb	airflow db reset	db
airflow upgradedb	airflow db upgrade	db
airflow checkdb	airflow db check	db
airflow shell	airflow db shell	db
airflow pool	airflow pools	pools
airflow create_user	airflow users create	users
airflow delete_user	airflow users delete	users
airflow list_users	airflow users list	users
airflow rotate_fernet_key	airflow rotate-fernet-key
airflow sync_perm	airflow sync-perm

Bug Fixes

• BugFix: Tasks with depends_on_past or task_concurrency are stuck (#12663)

• Fix issue with empty Resources in executor_config (#12633)

• Fix: Deprecated config force_log_out_after was not used (#12661)

• Fix empty asctime field in JSON formatted logs (#10515)

• [AIRFLOW-2809] Fix security issue regarding Flask SECRET_KEY (#3651)

• [AIRFLOW-2884] Fix Flask SECRET_KEY security issue in www_rbac (#3729)

• [AIRFLOW-2886] Generate random Flask SECRET_KEY in default config (#3738)

• Add missing comma in setup.py (#12790)

• Bugfix: Unable to import Airflow plugins on Python 3.8 (#12859)

• Fix setup.py missing comma in setup_requires (#12880)

• Don’t emit first_task_scheduling_delay metric for only-once dags (#12835)

Improvements

• Update setup.py to get non-conflicting set of dependencies (#12636)

• Rename [scheduler] max_threads to [scheduler] parsing_processes (#12605)

• Add metric for scheduling delay between first run task & expected start time (#9544)

• Add new-style 2.0 command names for Airflow 1.10.x (#12725)

• Add Kubernetes cleanup-pods CLI command for Helm Chart (#11802)

• Don’t let webserver run with dangerous config (#12747)

• Replace pkg_resources with importlib.metadata to avoid VersionConflict errors (#12694)

Doc only changes

• Clarified information about supported Databases

Airflow 1.10.13 (2020-11-25)

Significant Changes

TimeSensor is now timezone aware

Previously TimeSensor always compared the target_time with the current time in UTC.

Now it will compare target_time with the current time in the timezone of the DAG, defaulting to the default_timezone in the global config.

Removed Kerberos support for HDFS hook

The HDFS hook’s Kerberos support has been removed due to removed python-krbV dependency from PyPI and generally lack of support for SSL in Python3 (Snakebite-py3 we use as dependency has no support for SSL connection to HDFS).

SSL support still works for WebHDFS hook.

Unify user session lifetime configuration

In previous version of Airflow user session lifetime could be configured by session_lifetime_days and force_log_out_after options. In practice only session_lifetime_days had impact on session lifetime, but it was limited to values in day. We have removed mentioned options and introduced new session_lifetime_minutes option which simplify session lifetime configuration.

Before

[webserver]
force_log_out_after = 0
session_lifetime_days = 30

After

[webserver]
session_lifetime_minutes = 43200

Adding Operators, Hooks and Sensors via Airflow Plugins is deprecated

The ability to import Operators, Hooks and Sensors via the plugin mechanism has been deprecated and will raise warnings in Airflow 1.10.13 and will be removed completely in Airflow 2.0.

Check https://airflow.apache.org/docs/1.10.13/howto/custom-operator.html to see how you can create and import Custom Hooks, Operators and Sensors.

New Features

• Add “already checked” to failed pods in K8sPodOperator (#11368)

• Pass SQLAlchemy engine options to FAB based UI (#11395)

• [AIRFLOW-4438] Add Gzip compression to S3_hook (#8571)

• Add permission “extra_links” for Viewer role and above (#10719)

• Add generate_yaml command to easily test KubernetesExecutor before deploying pods (#10677)

• Add Secrets backend for Microsoft Azure Key Vault (#10898)

Bug Fixes

• SkipMixin: Handle empty branches (#11120)

• [AIRFLOW-5274] dag loading duration metric name too long (#5890)

• Handle no Dagrun in DagrunIdDep (#8389) (#11343)

• Fix Kubernetes Executor logs for long dag names (#10942)

• Add on_kill support for the KubernetesPodOperator (#10666)

• KubernetesPodOperator template fix (#10963)

• Fix displaying of add serialized_dag table migration

• Fix Start Date tooltip on DAGs page (#10637)

• URL encode execution date in the Last Run link (#10595)

• Fixes issue with affinity backcompat in Airflow 1.10

• Fix KubernetesExecutor import in views.py

• Fix issues with Gantt View (#12419)

• Fix Entrypoint and _CMD config variables (#12411)

• Fix operator field update for SerializedBaseOperator (#10924)

• Limited cryptography to < 3.2 for Python 2.7

• Install cattr on Python 3.7 - Fix docs build on RTD (#12045)

• Limit version of marshmallow-sqlalchemy

• Pin kubernetes to a max version of 11.0.0 (#11974)

• Use snakebite-py3 for HDFS dependency for Python3 (#12340)

• Removes snakebite kerberos dependency (#10865)

• Fix failing dependencies for FAB and Celery (#10828)

• Fix pod_mutation_hook for 1.10.13 (#10850)

• Fix formatting of Host information

• Fix Logout Google Auth issue in Non-RBAC UI (#11890)

• Add missing imports to app.py (#10650)

• Show Generic Error for Charts & Query View in old UI (#12495)

• TimeSensor should respect the default_timezone config (#9699)

• TimeSensor should respect DAG timezone (#9882)

• Unify user session lifetime configuration (#11970)

• Handle outdated webserver session timeout gracefully. (#12332)

Improvements

• Add XCom.deserialize_value to Airflow 1.10.13 (#12328)

• Mount airflow.cfg to pod_template_file (#12311)

• All k8s object must comply with JSON Schema (#12003)

• Validate Airflow chart values.yaml & values.schema.json (#11990)

• Pod template file uses custom custom env variable (#11480)

• Bump attrs and cattrs dependencies (#11969)

• Bump attrs to > 20.0 (#11799)

• [AIRFLOW-3607] Only query DB once per DAG run for TriggerRuleDep (#4751)

• Rename task with duplicate task_id

• Manage Flask AppBuilder Tables using Alembic Migrations (#12352)

• airflow test only works for tasks in 1.10, not whole dags (#11191)

• Improve warning messaging for duplicate task_ids in a DAG (#11126)

• Pins moto to 1.3.14 (#10986)

• DbApiHook: Support kwargs in get_pandas_df (#9730)

• Make grace_period_seconds option on K8sPodOperator (#10727)

• Fix syntax error in Dockerfile ‘maintainer’ Label (#10899)

• The entrypoints in Docker Image should be owned by Airflow (#10853)

• Make dockerfiles Google Shell Guide Compliant (#10734)

• clean-logs script for Dockerfile: trim logs before sleep (#10685)

• When sending tasks to celery from a sub-process, reset signal handlers (#11278)

• SkipMixin: Add missing session.commit() and test (#10421)

• Webserver: Further Sanitize values passed to origin param (#12459)

• Security upgrade lodash from 4.17.19 to 4.17.20 (#11095)

• Log instead of raise an Error for unregistered OperatorLinks (#11959)

• Mask Password in Log table when using the CLI (#11468)

• [AIRFLOW-3607] Optimize dep checking when depends on past set and concurrency limit

• Execute job cancel HTTPRequest in Dataproc Hook (#10361)

• Use rst lexer to format Airflow upgrade check output (#11259)

• Remove deprecation warning from contrib/kubernetes/pod.py

• adding body as templated field for CloudSqlImportOperator (#10510)

• Change log level for User’s session to DEBUG (#12414)

Deprecations

• Deprecate importing Hooks from plugin-created module (#12133)

• Deprecate adding Operators and Sensors via plugins (#12069)

Doc only changes

• [Doc] Correct description for macro task_instance_key_str (#11062)

• Checks if all the libraries in setup.py are listed in installation.rst file (#12023)

• Revise “Project Focus” copy (#12011)

• Move Project focus and Principles higher in the README (#11973)

• Remove archived link from README.md (#11945)

• Update download url for Airflow Version (#11800)

• Add Project URLs for PyPI page (#11801)

• Move Backport Providers docs to our docsite (#11136)

• Refactor rebase copy (#11030)

• Add missing images for kubernetes executor docs (#11083)

• Fix indentation in executor_config example (#10467)

• Enhanced the Kubernetes Executor doc (#10433)

• Refactor content to a markdown table (#10863)

• Rename “Beyond the Horizon” section and refactor content (#10802)

• Refactor official source section to use bullets (#10801)

• Add section for official source code (#10678)

• Add redbubble link to Airflow merchandise (#10359)

• README Doc: Link to Airflow directory in ASF Directory (#11137)

• Fix the default value for VaultBackend’s config_path (#12518)

Airflow 1.10.12 (2020-08-25)

Significant Changes

Clearing tasks skipped by SkipMixin will skip them

Previously, when tasks skipped by SkipMixin (such as BranchPythonOperator, BaseBranchOperator and ShortCircuitOperator) are cleared, they execute. Since 1.10.12, when such skipped tasks are cleared, they will be skipped again by the newly introduced NotPreviouslySkippedDep.

The pod_mutation_hook function will now accept a kubernetes V1Pod object

As of airflow 1.10.12, using the airflow.contrib.kubernetes.Pod class in the pod_mutation_hook is now deprecated. Instead we recommend that users treat the pod parameter as a kubernetes.client.models.V1Pod object. This means that users now have access to the full Kubernetes API when modifying airflow pods

pod_template_file option now available in the KubernetesPodOperator

Users can now offer a path to a yaml for the KubernetesPodOperator using the pod_template_file parameter.

New Features

• Add DateTimeSensor (#9697)

• Add AirflowClusterPolicyViolation support to Airflow local settings (#10282)

• Get Airflow configs with sensitive data from Secret Backends (#9645)

• [AIRFLOW-4734] Upsert functionality for PostgresHook.insert_rows() (#8625)

• Allow defining custom XCom class (#8560)

Bug Fixes

• Add pre 1.10.11 Kubernetes Paths back with Deprecation Warning (#10067)

• Fixes PodMutationHook for backwards compatibility (#9903)

• Fix bug in executor_config when defining resources (#9935)

• Respect DAG Serialization setting when running sync_perm (#10321)

• Show correct duration on graph view for running task (#8311) (#8675)

• Fix regression in SQLThresholdCheckOperator (#9312)

• [AIRFLOW-6931] Fixed migrations to find all dependencies for MSSQL (#9891)

• Avoid sharing session with RenderedTaskInstanceFields write and delete (#9993)

• Fix clear future recursive when ExternalTaskMarker is used (#9515)

• Handle IntegrityError while creating TIs (#10136)

• Fix airflow-webserver startup errors when using Kerberos Auth (#10047)

• Fixes treatment of open slots in scheduler (#9316) (#9505)

• Fix KubernetesPodOperator reattachment (#10230)

• Fix more PodMutationHook issues for backwards compatibility (#10084)

• [AIRFLOW-5391] Do not re-run skipped tasks when they are cleared (#7276)

• Fix task_instance_mutation_hook (#9910)

• Fixes failing formatting of DAG file containing {} in docstring (#9779)

• Fix is_terminal_support_colors function (#9734)

• Fix PythonVirtualenvOperator when using provide_context=True (#8256)

• Fix issue with mounting volumes from secrets (#10366)

• BugFix: K8s Executor Multinamespace mode is evaluated to true by default (#10410)

• Make KubernetesExecutor recognize kubernetes_labels (#10412)

• Fix broken Kubernetes PodRuntimeInfoEnv (#10478)

Improvements

• Use Hash of Serialized DAG to determine DAG is changed or not (#10227)

• Update Serialized DAGs in Webserver when DAGs are Updated (#9851)

• Do not Update Serialized DAGs in DB if DAG did not change (#9850)

• Add __repr__ to SerializedDagModel (#9862)

• Update JS packages to latest versions (#9811) (#9921)

• UI Graph View: Focus upstream / downstream task dependencies on mouseover (#9303)

• Allow image in KubernetesPodOperator to be templated (#10068)

• [AIRFLOW-6843] Add delete_option_kwargs to delete_namespaced_pod (#7523)

• Improve process terminating in scheduler_job (#8064)

• Replace deprecated base classes used in bigquery_check_operator (#10272)

• [AIRFLOW-5897] Allow setting -1 as pool slots value in webserver (#6550)

• Limit all google-cloud api to <2.0.0 (#10317)

• [AIRFLOW-6706] Lazy load operator extra links (#7327) (#10318)

• Add Snowflake support to SQL operator and sensor (#9843)

• Makes multi-namespace mode optional (#9570)

• Pin pyarrow < 1.0

• Pin pymongo version to <3.11.0

• Pin google-cloud-container to <2 (#9901)

• Dockerfile: Remove package.json and yarn.lock from the prod image (#9814)

• Dockerfile: The group of embedded DAGs should be root to be OpenShift compatible (#9794)

• Update upper limit of flask-swagger, gunicorn & jinja2 (#9684)

• Webserver: Sanitize values passed to origin param (#10334)

• Sort connection type list in add/edit page alphabetically (#8692)

Doc only changes

• Add new committers: Ry Walker & Leah Cole to project.rst (#9892)

• Add Qingping Hou to committers list (#9725)

• Updated link to official documentation (#9629)

• Create a short-link for Airflow Slack Invites (#10034)

• Set language on code-block on docs/howto/email-config.rst (#10238)

• Remove duplicate line from 1.10.10 CHANGELOG (#10289)

• Improve heading on Email Configuration page (#10175)

• Fix link for the Jinja Project in docs/tutorial.rst (#10245)

• Create separate section for Cron Presets (#10247)

• Add Syntax Highlights to code-blocks in docs/best-practices.rst (#10258)

• Fix docstrings in BigQueryGetDataOperator (#10042)

• Fix typo in Task Lifecycle section (#9867)

• Make Secret Backend docs clearer about Variable & Connection View (#8913)

Airflow 1.10.11 (2020-07-10)

Significant Changes

Use NULL as default value for dag.description

Now use NULL as default value for dag.description in dag table

Restrict editing DagRun State in the old UI (Flask-admin based UI)

Before 1.10.11 it was possible to edit DagRun State in the /admin/dagrun/ page

to any text.

In Airflow 1.10.11+, the user can only choose the states from the list.

Experimental API will deny all request by default.

The previous default setting was to allow all API requests without authentication, but this poses security risks to users who miss this fact. This changes the default for new installs to deny all requests by default.

Note: This will not change the behavior for existing installs, please update check your airflow.cfg

If you wish to have the experimental API work, and aware of the risks of enabling this without authentication (or if you have your own authentication layer in front of Airflow) you can get the previous behaviour on a new install by setting this in your airflow.cfg:

[api]
auth_backend = airflow.api.auth.backend.default

XCom Values can no longer be added or changed from the Webserver

Since XCom values can contain pickled data, we would no longer allow adding or changing XCom values from the UI.

Default for run_as_user configured has been changed to 50000 from 0

The UID to run the first process of the Worker PODs when using has been changed to 50000 from the previous default of 0. The previous default was an empty string but the code used 0 if it was empty string.

Before:

[kubernetes]
run_as_user =

After:

[kubernetes]
run_as_user = 50000

This is done to avoid running the container as root user.

New Features

• Add task instance mutation hook (#8852)

• Allow changing Task States Colors (#9520)

• Add support for AWS Secrets Manager as Secrets Backend (#8186)

• Add Airflow info command to the CLI (#8704)

• Add Local Filesystem Secret Backend (#8596)

• Add Airflow config CLI command (#8694)

• Add Support for Python 3.8 (#8836)(#8823)

• Allow K8S worker pod to be configured from JSON/YAML file (#6230)

• Add quarterly to crontab presets (#6873)

• Add support for ephemeral storage on KubernetesPodOperator (#6337)

• Add AirflowFailException to fail without any retry (#7133)

• Add SQL Branch Operator (#8942)

Bug Fixes

• Use NULL as dag.description default value (#7593)

• BugFix: DAG trigger via UI error in RBAC UI (#8411)

• Fix logging issue when running tasks (#9363)

• Fix JSON encoding error in DockerOperator (#8287)

• Fix alembic crash due to typing import (#6547)

• Correctly restore upstream_task_ids when deserializing Operators (#8775)

• Correctly store non-default Nones in serialized tasks/dags (#8772)

• Correctly deserialize dagrun_timeout field on DAGs (#8735)

• Fix tree view if config contains ” (#9250)

• Fix Dag Run UI execution date with timezone cannot be saved issue (#8902)

• Fix Migration for MSSQL (#8385)

• RBAC ui: Fix missing Y-axis labels with units in plots (#8252)

• RBAC ui: Fix missing task runs being rendered as circles instead (#8253)

• Fix: DagRuns page renders the state column with artifacts in old UI (#9612)

• Fix task and dag stats on home page (#8865)

• Fix the trigger_dag api in the case of nested subdags (#8081)

• UX Fix: Prevent undesired text selection with DAG title selection in Chrome (#8912)

• Fix connection add/edit for spark (#8685)

• Fix retries causing constraint violation on MySQL with DAG Serialization (#9336)

• [AIRFLOW-4472] Use json.dumps/loads for templating lineage data (#5253)

• Restrict google-cloud-texttospeech to <v2 (#9137)

• Fix pickling failure when spawning processes (#8671)

• Pin Version of azure-cosmos to <4 (#8956)

• Azure storage 0.37.0 is not installable any more (#8833)

• Fix modal_backdrop z-index in the UI (#7313)

• Fix Extra Links in Gantt View (#8308)

• Bug fix for EmrAddStepOperator init with cluster_name error (#9235)

• Fix KubernetesPodOperator pod name length validation (#8829)

• Fix non updating DAG code by checking against last modification time (#8266)

• BugFix: Unpausing a DAG with catchup=False creates an extra DAG run (#8776)

Improvements

• Improve add_dag_code_table migration (#8176)

• Persistent display/filtering of DAG status (#8106)

• Set unique logger names (#7330)

• Update the version of cattrs from 0.9 to 1.0 to support Python 3.8 (#7100)

• Reduce response payload size of /dag_stats and /task_stats (#8655)

• Add authenticator parameter to snowflake_hook (#8642)

• Show “Task Reschedule” table in Airflow Webserver (#9521)

• Change worker_refresh_interval fallback to default of 30 (#9588)

• Use pformat instead of str to render arguments in WebUI (#9587)

• Simplify DagFileProcessorManager (#7521)

• Reload gunicorn when plugins has been changed (#8997)

• Fix the default value for store_dag_code (#9554)

• Add support for fetching logs from running pods (#8626)

• Persist start/end date and duration for DummyOperator Task Instance (#8663)

• Ensure “started”/”ended” in tooltips are not shown if job not started (#8667)

• Add context to execution_date_fn in ExternalTaskSensor (#8702)

• Avoid color info in response of /dag_stats & /task_stats (#8742)

• Make loading plugins from entrypoint fault-tolerant (#8732)

• Refactor Kubernetes worker config (#7114)

• Add default conf parameter to Spark JDBC Hook (#8787)

• Allow passing backend_kwargs to AWS SSM client (#8802)

• Filter dags by clicking on tag (#8897)

• Support k8s auth method in Vault Secrets provider (#8640)

• Monitor pods by labels instead of names (#6377)

• Optimize count query on /home (#8729)

• Fix JSON string escape in tree view (#8551)

• Add TaskInstance state to TI Tooltip to be colour-blind friendlier (#8910)

• Add a tip to trigger DAG screen (#9049)

• Use Markup for htmlcontent for landing_times (#9242)

• Pinning max pandas version to 2.0 (lesser than) to allow pandas 1.0 (#7954)

• Update example webserver_config.py to show correct CSRF config (#8944)

• Fix displaying Executor Class Name in “Base Job” table (#8679)

• Use existing DagBag for ‘dag_details’ & ‘trigger’ Endpoints (#8501)

• Flush pending Sentry exceptions before exiting (#7232)

• Display DAG run conf in the list view (#6794)

• Fix performance degradation when updating dagrun state (#8435)

• Don’t use the |safe filter in code, it’s risky (#9180)

• Validate only task commands are run by executors (#9178)

• Show Deprecation warning on duplicate Task ids (#8728)

• Move DAG._schedule_interval logic out of DAG.__init__ (#8225)

• Make retrieving Paused Dag ids a separate method (#7587)

• Bulk fetch paused_dag_ids (#7476)

• Add a configurable DAGs volume mount path for Kubernetes (#8147)

• Add schedulername option for KubernetesPodOperator (#6088)

• Support running git sync container as root (#6312)

• Add extra options for Slack Webhook operator and Slack hook (#9409)

• Monkey patch greenlet Celery pools (#8559)

• Decrypt secrets from SystemsManagerParameterStoreBackend (#9214)

• Prevent clickable sorting on non sortable columns in TI view (#8681)

• Make hive macros py3 compatible (#8598)

• Fix SVG tooltip positioning with custom scripting (#8269)

• Avoid unnecessary sleep to maintain local task job heart rate (#6553)

• Include some missing RBAC roles on User and Viewer roles (#9133)

• Show Dag’s Markdown docs on Tree View (#9448)

• Improved compatibility with Python 3.5+ - Convert signal.SIGTERM to int (#9207)

• Add ‘main’ param to template_fields in DataprocSubmitPySparkJobOperator (#9154)

• Make it possible to silence warnings from Airflow (#9208)

• Remove redundant count query in BaseOperator.clear() (#9362)

• Fix DB migration message (#8988)

• Fix awkward log info in dbapi_hook (#8482)

• Fix Celery default to no longer allow pickle (#7205)

• Further validation that only task commands are run by executors (#9240)

• Remove vendored nvd3 and slugify libraries (#9136)

• Enable configurable git sync depth (#9094)

• Reduce the required resources for the Kubernetes’s sidecar (#6062)

• Refactor K8S codebase with k8s API models (#5481)

• Move k8s executor out of contrib to closer match master (#8904)

• Allow filtering using “event” and “owner” in “Log” view (#4881)

• Add Yandex.Cloud custom connection to 1.10 (#8791)

• Add table-hover css class to DAGs table (#5033)

• Show un/pause errors in dags view. (#7669)

• Restructure database queries on /home (#4872)

• Add Cross Site Scripting defense (#6913)

• Make Gantt tooltip the same as Tree and Graph view (#8220)

• Add config to only delete worker pod on task failure (#7507)(#8312)

• Remove duplicate error message on chart connection failure (#8476)

• Remove default value spark_binary (#8508)

• Expose Airflow Webserver Port in Production Docker Image (#8228)

• Commit after each alembic migration (#4797)

• KubernetesPodOperator fixes and test (#6524)

• Docker Image: Add ADDITIONAL_AIRFLOW_EXTRAS (#9032)

• Docker Image: Add ADDITIONAL_PYTHON_DEPS (#9031)

• Remove httplib2 from Google requirements (#9194)

• Merging multiple SQL operators (#9124)

• Adds hive as extra in pyhive dependency (#9075)

• Change default auth for experimental backend to deny_all (#9611)

• Restrict changing XCom values from the Webserver (#9614)

• Add __repr__ for DagTag so tags display properly in /dagmodel/show (#8719)

• Functionality to shuffle HMS connections used by HiveMetastoreHook facilitating load balancing (#9280)

• Expose SQLAlchemy’s connect_args and make it configurable (#6478)

Doc only changes

• Add docs on using DAGRun.conf (#9578)

• Enforce code-block directives in doc (#9443)

• Carefully parse warning messages when building documentation (#8693)

• Make KubernetesPodOperator clear in docs (#8444)

• Improve language in Pod Mutation Hook docs (#8445)

• Fix formatting of Pool docs in concepts.rst (#8443)

• Make doc clearer about Airflow Variables using Environment Variables (#8427)

• Fix pools doc for LocalExecutor (#7643)

• Add Local and Sequential Executors to Doc (#8084)

• Add documentation for CLI command Airflow dags test (#8251)

• Fix typo in DAG Serialization documentation (#8317)

• Add scheduler in production section (#7351)

• Add a structural dag validation example (#6727)

• Adding Task re-run documentation (#6295)

• Fix outdated doc on settings.policy (#7532)

• Add docs about reload_on_plugin_change option (#9575)

• Add copy button to Code Blocks in Airflow Docs (#9450)

• Update commands in docs for v1.10+ (#9585)

• Add more info on dry-run CLI option (#9582)

• Document default timeout value for SSHOperator (#8744)

• Fix docs on creating CustomOperator (#8678)

• Enhanced documentation around Cluster Policy (#8661)

• Use sphinx syntax in concepts.rst (#7729)

• Update README to remove Python 3.8 limitation for Master (#9451)

• Add note about using dag_run.conf in BashOperator (#9143)

• Improve tutorial - Include all imports statements (#8670)

• Added more precise Python requirements to README.md (#8455)

• Fix Airflow Stable version in README.md (#9360)

• Update AWS connection example to show how to set from env var (#9191)

• Fix list formatting of plugins doc. (#8873)

• Add ‘Version Added’ on Secrets Backend docs (#8264)

• Simplify language re roll-your-own secrets backend (#8257)

• Add installation description for repeatable PyPi installation (#8513)

• Add note extra links only render on when using RBAC webserver (#8788)

• Remove unused Airflow import from docs (#9274)

• Add PR/issue note in Contribution Workflow Example (#9177)

• Use inclusive language - language matters (#9174)

• Add docs to change Colors on the Webserver (#9607)

• Change ‘initiate’ to ‘initialize’ in installation.rst (#9619)

• Replace old Variables View Screenshot with new (#9620)

• Replace old SubDag zoom screenshot with new (#9621)

• Update docs about the change to default auth for experimental API (#9617)

Airflow 1.10.10 (2020-04-09)

Significant Changes

Setting Empty string to a Airflow Variable will return an empty string

Previously when you set an Airflow Variable with an empty string (''), the value you used to get back was None. This will now return an empty string (''')

Example:

Variable.set("test_key", "")
Variable.get("test_key")

The above code returned None previously, now it will return ''.

Make behavior of none_failed trigger rule consistent with documentation

The behavior of the none_failed trigger rule is documented as “all parents have not failed (failed or

upstream_failed) i.e. all parents have succeeded or been skipped.” As previously implemented, the actual behavior would skip if all parents of a task had also skipped.

Add new trigger rule none_failed_or_skipped

The fix to none_failed trigger rule breaks workflows that depend on the previous behavior.

If you need the old behavior, you should change the tasks with none_failed trigger rule to none_failed_or_skipped.

Success Callback will be called when a task in marked as success from UI

When a task is marked as success by a user from Airflow UI - on_success_callback will be called

New Features

• [AIRFLOW-7048] Allow user to chose timezone to use in UI (#8046)

• Add Production Docker image support (#7832)

• Get Airflow Variables from Environment Variables (#7923)

• Get Airflow Variables from Hashicorp Vault (#7944)

• Get Airflow Variables from AWS Systems Manager Parameter Store (#7945)

• Get Airflow Variables from GCP Secrets Manager (#7946)

• [AIRFLOW-5705] Add secrets backend and support for AWS SSM / Get Airflow Connections from AWS Parameter Store(#6376)

• [AIRFLOW-7104] Add Secret backend for GCP Secrets Manager / Get Airflow Connections from GCP Secrets Manager (#7795)

• [AIRFLOW-7076] Add support for HashiCorp Vault as Secrets Backend / Get Airflow Connections from Hashicorp Vault (#7741)

• [AIRFLOW-6685] Add ThresholdCheckOperator (#7353)

• [AIRFLOW-7080] Add API endpoint to return a DAG’s paused state (#7737)

Bug Fixes

• BugFix: Show task_id in the Graph View tooltip (#7859)

• [AIRFLOW-6730] Use total_seconds instead of seconds (#7363)

• [AIRFLOW-6167] Escape column name in create table in hive (#6741)

• [AIRFLOW-6628] DAG auto-complete now suggests from all accessible DAGs (#7251)

• [AIRFLOW-7113] Fix gantt render error (#7913)

• [AIRFLOW-6399] Add _access control to validate deserialized DAGs (#7896)

• [AIRFLOW-6399] Serialization: DAG access_control field should be decorated field in DAG serialization (#7879)

• [AIRFLOW-4453] Make behavior of none_failed consistent with documentation (#7464)

• [AIRFLOW-4363] Fix JSON encoding error (#7628)

• [AIRFLOW-6683] Run REST API tests when DAGs are serialized (#7352)

• [AIRFLOW-6704] Copy common TaskInstance attributes from Task (#7324)

• [AIRFLOW-6734] Use configured base_template instead of hard-coding (#7367)

• [AIRFLOW-7098] Simple salesforce release 1.0.0 breaks the build (#7775)

• [AIRFLOW-6062] Executor would only delete workers in its own namespace (#7123)

• [AIRFLOW-7074] Add Permissions to view SubDAGs (#7752)

• [AIRFLOW-7025] Fix SparkSqlHook.run_query to handle its parameter properly (#7677)

• [AIRFLOW-6855] Escape project_dataset_table in SQL query in gcs to bq operator (#7475)

• [AIRFLOW-6949] Respect explicit conf to SparkSubmitOperator (#7575)

• [AIRFLOW-6588] write_stdout and json_format are boolean (#7199)

• [AIRFLOW-3439] Decode logs with ‘utf-8’ (#4474)

• [AIRFLOW-6878] Fix misconfigured default value for kube_client_request_args

• [AIRFLOW-5167] Update dependencies for GCP packages (#7116)

• [AIRFLOW-6821] Success callback not called when task marked as success from UI (#7447)

• [AIRFLOW-6740] Remove Undocumented, deprecated, dysfunctional PROXY_FIX_NUM_PROXIES (#7359)

• [AIRFLOW-6728] Change various DAG info methods to POST (#7364)

• [AIRFLOW-6997] Make sure worker pods initcontainers obtain env vars from config (#7663)

• [AIRFLOW-7062] Fix pydruid release breaking the build (#7720)

• [AIRFLOW-6040] ReadTimoutError in KubernetesExecutor should not raise exception (#7616)

• [AIRFLOW-6943] Fix utf-8 encoded description in DAG in Python 2 (#7567)

• [AIRFLOW-6892] Fix broken non-wheel releases (#7514)

• [AIRFLOW-6789] BugFix: Fix Default Worker concurrency (#7494)

• [AIRFLOW-6840] Bump up version of future (#7471)

• [AIRFLOW-5705] Fix bugs in AWS SSM Secrets Backend (#7745)

• [AIRFLOW-5705] Fix bug in Secrets Backend (#7742)

• Fix CloudSecretsManagerBackend invalid connections_prefix (#7861)

• [AIRFLOW-7045] BugFix: DebugExecutor fails to change task state. (#8073)

• BugFix: Datetimepicker is stuck on the UI (#8092)

• [AIRFLOW-5277] Gantt chart respects per-user the Timezone UI setting (#8096)

• Fix timezones displayed in Task Instance tooltip (#8103)

• BugFix: Fix writing & deleting Dag Code for Serialized DAGs (#8151)

• Make the default TI pool slots ‘1’ (#8153)

• Fix 500 error in Security screens (#8165)

• Fix Viewing Dag Code for Stateless Webserver (#8159)

• Fix issue with sqlalchemy 1.3.16 (#8230)

Improvements

• Use same tooltip for Graph and Tree views for TaskInstances (#8043)

• Allow DateTimePicker in Webserver to actually pick times too (#8034)

• [AIRFLOW-5590] Add run_id to trigger DAG run API response (#6256)

• [AIRFLOW-6695] Can now pass dagrun conf when triggering dags via UI (#7312)

• [AIRFLOW-5336] Add ability to make updating FAB perms on webserver in it optional (#5940)

• [AIRFLOW-1467] Allow tasks to use more than one pool slot (#7160)

• [AIRFLOW-6987] Avoid creating default connections (#7629)

• [AIRFLOW-4175] S3Hook load_file should support ACL policy parameter (#7733)

• [AIRFLOW-4438] Add Gzip compression to S3_hook (#7680)

• Allow setting Airflow Variable values to empty string (#8021)

• Dont schedule dummy tasks (#7880)

• Prevent sequential scan of task instance table (#8014)

• [AIRFLOW-7017] Respect default dag view in trigger dag origin (#7667)

• [AIRFLOW-6837] Limit description length of a Dag on HomePage (#7457)

• [AIRFLOW-6989] Display Rendered template_fields without accessing Dag files (#7633)

• [AIRFLOW-5944] Rendering templated_fields without accessing DAG files (#6788)

• [AIRFLOW-5946] DAG Serialization: Store source code in db (#7217)

• [AIRFLOW-7079] Remove redundant code for storing template_fields (#7750)

• [AIRFLOW-7024] Add the verbose parameter support to SparkSqlOperator (#7676)

• [AIRFLOW-6733] Extend not replace template (#7366)

• [AIRFLOW-7001] Further fix for the MySQL 5.7 UtcDateTime (#7655)

• [AIRFLOW-6014] Handle pods which are preempted & deleted by kubernetes but not restarted (#6606)

• [AIRFLOW-6950] Remove refresh_executor_config from ti.refresh_from_db (#7577)

• [AIRFLOW-7016] Sort dag tags in the UI (#7661)

• [AIRFLOW-6762] Fix link to “Suggest changes on this page” (#7387)

• [AIRFLOW-6948] Remove ASCII Airflow from version command (#7572)

• [AIRFLOW-6767] Correct name for default Athena workgroup (#7394)

• [AIRFLOW-6905] Update pin.svg with new pinwheel (#7524)

• [AIRFLOW-6801] Make use of ImportError.timestamp (#7425)

• [AIRFLOW-6830] Add Subject/MessageAttributes to SNS hook and operator (#7451)

• [AIRFLOW-6630] Resolve handlebars advisory (#7284)

• [AIRFLOW-6945] MySQL 5.7 is used in v1-10-test as an option

• [AIRFLOW-6871] Optimize tree view for large DAGs (#7492)

• [AIRFLOW-7063] Fix dag.clear() slowness caused by count (#7723)

• [AIRFLOW-7023] Remove duplicated package definitions in setup.py (#7675)

• [AIRFLOW-7001] Time zone removed from MySQL TIMSTAMP field inserts

• [AIRFLOW-7105] Unify Secrets Backend method interfaces (#7830)

• Make BaseSecretsBackend.build_path generic (#7948)

• Allow hvac package installation using ‘hashicorp’ extra (#7915)

• Standardize SecretBackend class names (#7846)

• [AIRFLOW-5705] Make AwsSsmSecretsBackend consistent with VaultBackend (#7753)

• [AIRFLOW-7045] Update SQL query to delete RenderedTaskInstanceFields (#8051)

• Handle DST better in Task Instance tool tips (#8104)

Misc/Internal

• Fix Flaky TriggerDAG UI test (#8022)

• Remove unnecessary messages in CI (#7951)

• Fixes too high parallelism in CI (#7947)

• Install version is not persistent in breeze (#7914)

• Fixed automated check for image rebuild (#7912)

• Move Dockerfile to Dockerfile.ci (#7829)

• Generate requirements are now sorted (#8040)

• Change name of the common environment initialization function (#7805)

• Requirements now depend on Python version (#7841)

• Bring back reset db explicitly called at CI entry (#7798)

• Fixes unclean installation of Airflow 1.10 (#7796)

• [AIRFLOW-7029] Use separate docker image for running license check (#7678)

• [AIRFLOW-5842] Switch to Debian buster image as a base (#7647)

• [AIRFLOW-5828] Move build logic out from hooks/build (#7618)

• [AIRFLOW-6839] Even more mypy speed improvements (#7460)

• [AIRFLOW-6820] split breeze into functions (#7433)

• [AIRFLOW-7097] Install gcloud beta components in CI image (#7772)

• [AIRFLOW-7018] fixing travis’s job name escaping problem (#7668)

• [AIRFLOW-7054] Breeze has an option now to reset db at entry (#7710)

• [AIRFLOW-7005] Added exec command to Breeze (#7649)

• [AIRFLOW-7015] Detect Dockerhub repo/user when building on Dockerhub (#7673)

• [AIRFLOW-6727] Fix minor bugs in Release Management scripts (#7355)

• [AIRFLOW-7013] Automated check if Breeze image needs to be pulled (#7656)

• [AIRFLOW-7010] Skip in-container checks for Dockerhub builds (#7652)

• [AIRFLOW-7011] Pin JPype release to allow to build 1.10 images

• [AIRFLOW-7006] Fix missing +e in Breeze script (#7648)

• [AIRFLOW-6979] Fix breeze test-target specific test param issue (#7614)

• [AIRFLOW-6932] Add restart-environment command to Breeze

• [AIRFLOW-6919] Make Breeze DAG-test friendly (#7539)

• [AIRFLOW-6838] Introduce real subcommands for Breeze (#7515)

• [AIRFLOW-6763] Make systems tests ready for backport tests (#7389)

• [AIRFLOW-6866] Fix wrong export for Mac on Breeze (#7485)

• [AIRFLOW-6842] Skip fixing ownership on Mac (#7469)

• [AIRFLOW-6841] Fixed unbounded variable on Mac (#7465)

• [AIRFLOW-7067] Pinned version of Apache Airflow (#7730)

• [AIRFLOW-7058] Add support for different DB versions (#7717)

• [AIRFLOW-7002] Get rid of yaml “parser” in bash (#7646)

• [AIRFLOW-6972] Shorter frequently used commands in Breeze (#7608)

Doc only changes

• Fix typo for store_serialized_dags config (#7952)

• Fix broken link in README.md (#7893)

• Separate supported Postgres versions with comma (#7892)

• Fix grammar in setup.py (#7877)

• Add Jiajie Zhong to committers list (#8047)

• Update Security doc for 1.10.* for auth backends (#8072)

• Fix Example in config_templates for Secrets Backend (#8074)

• Add backticks in IMAGES.rst command description (#8075)

• Change version_added for store_dag_code config (#8076)

• [AIRFLOW-XXXX] Remove duplicate docs

• [AIRFLOW-XXXX] Remove the defunct limitation of Dag Serialization (#7716)

• [AIRFLOW-XXXX] Add prerequisite tasks for all GCP operators guide (#6049)

• [AIRFLOW-XXXX] Simplify AWS/Azure/Databricks operators listing (#6047)

• [AIRFLOW-XXXX] Add external reference to all GCP operator guide (#6048)

• [AIRFLOW-XXXX] Simplify GCP operators listing

• [AIRFLOW-XXXX] Simplify Qubole operators listing

• [AIRFLOW-XXXX] Add autogenerated TOC (#6038)

• [AIRFLOW-XXXX] Create “Using the CLI” page (#5823)

• [AIRFLOW-XXXX] Group references in one section (#5776)

• [AIRFLOW-XXXX] Fix analytics doc (#5885)

• [AIRFLOW-XXXX] Add S3 Logging section (#6039)

• [AIRFLOW-XXXX] Move Azure Logging section above operators (#6040)

• [AIRFLOW-XXXX] Update temp link to a fixed link (#7715)

• [AIRFLOW-XXXX] Add Updating.md section for 1.10.9 (#7385)

• [AIRFLOW-XXXX] Remove duplication in BaseOperator docstring (#7321)

• [AIRFLOW-XXXX] Update tests info in CONTRIBUTING.rst (#7466)

• [AIRFLOW-XXXX] Small BREEZE.rst update (#7487)

• [AIRFLOW-XXXX] Add instructions for logging to localstack S3 (#7461)

• [AIRFLOW-XXXX] Remove travis config warnings (#7467)

• [AIRFLOW-XXXX] Add communication chapter to contributing (#7204)

• [AIRFLOW-XXXX] Add known issue - example_dags/__init__.py (#7444)

• [AIRFLOW-XXXX] Fix breeze build-docs (#7445)

• [AIRFLOW-XXXX] Less verbose docker builds

• [AIRFLOW-XXXX] Speed up mypy runs (#7421)

• [AIRFLOW-XXXX] Fix location of kubernetes tests (#7373)

• [AIRFLOW-XXXX] Remove quotes from domains in Google Oauth (#4226)

• [AIRFLOW-XXXX] Add explicit info about JIRAs for code-related PRs (#7318)

• [AIRFLOW-XXXX] Fix typo in the word committer (#7392)

• [AIRFLOW-XXXX] Remove duplicated paragraph in docs (#7662)

• Fix reference to KubernetesPodOperator (#8100)

Airflow 1.10.9 (2020-02-07)

Significant Changes

No significant changes.

Bug Fixes

• [AIRFLOW-6751] Pin Werkzeug (dependency of a number of our dependencies) to < 1.0.0 (#7377)

Airflow 1.10.8 (2020-02-07)

Significant Changes

Failure callback will be called when task is marked failed

When task is marked failed by user or task fails due to system failures - on failure call back will be called as part of clean up

See AIRFLOW-5621 for details

New Features

• [AIRFLOW-4026] Add filter by DAG tags (#6489)

• [AIRFLOW-6613] Center dag on graph view load (#7238)

• [AIRFLOW-5843] Add conf option to Add DAG Run view (#7281)

• [AIRFLOW-4495] Allow externally triggered dags to run for future exec dates (#7038)

Improvements

• [AIRFLOW-6438] Filter DAGs returned by blocked (#7019)

• [AIRFLOW-6666] Resolve js-yaml advisory (#7283)

• [AIRFLOW-6632] Bump dagre-d3 to resolve lodash CVE advisory (#7280)

• [AIRFLOW-6667] Resolve serialize-javascript advisory (#7282)

• [AIRFLOW-6451] self._print_stat() in dag_processing.py should be skipable (#7134)

• [AIRFLOW-6495] Load DAG only once when running a task using StandardTaskRunner (#7090)

• [AIRFLOW-6319] Add support for AWS Athena workgroups (#6871)

• [AIRFLOW-6677] Remove deprecation warning from SQLAlchmey (#7289)

• [AIRFLOW-6428] Fix import path for airflow.utils.dates.days_ago in Example DAGs (#7007)

• [AIRFLOW-6595] Use TaskNotFound exception instead of AirflowException (#7210)

• [AIRFLOW-6620] Mock celery in worker cli test (#7243)

• [AIRFLOW-6608] Change logging level for Bash & PyOperator Env exports

• [AIRFLOW-2279] Clear tasks across DAGs if marked by ExternalTaskMarker (#6633)

• [AIRFLOW-6359] Make Spark status_poll_interval explicit (#6978)

• [AIRFLOW-6359] spark_submit_hook.py status polling interval config (#6909)

• [AIRFLOW-6316] Use exampleinclude directives in tutorial.rst (#6868)

• [AIRFLOW-6519] Make TI logs constants in Webserver configurable (#7113)

• [AIRFLOW-6327] http_hook: Accept json= parameter for payload (#6886)

• [AIRFLOW-6261] flower_basic_auth eligible to _cmd (#6825)

• [AIRFLOW-6238] Filter dags returned by dag_stats

• [AIRFLOW-5616] Switch PrestoHook from pyhive to presto-python-client

• [AIRFLOW-6611] Add proxy_fix configs to default_airflow.cfg (#7236)

• [AIRFLOW-6557] Add test for newly added fields in BaseOperator (#7162)

• [AIRFLOW-6584] Pin cassandra driver (#7194)

• [AIRFLOW-6537] Fix backticks in RST files (#7140)

• [AIRFLOW-4428] Error if exec_date before default_args.start_date in trigger_dag (#6948)

• [AIRFLOW-6330] Show cli help when param blank or typo (#6883)

• [AIRFLOW-4113] Unpin boto3 (#6884)

• [AIRFLOW-6181] Add DebugExecutor (#6740)

• [AIRFLOW-6504] Allow specifying configmap for Airflow Local Setting (#7097)

• [AIRFLOW-6436] Cleanup for Airflow configs doc generator code (#7036)

• [AIRFLOW-6436] Add x_frame_enabled config in config.yml (#7024)

• [AIRFLOW-6436] Create & Automate docs on Airflow Configs (#7015)

• [AIRFLOW-6527] Make send_task_to_executor timeout configurable (#7143)

• [AIRFLOW-6272] Switch from npm to yarnpkg for managing front-end dependencies (#6844)

• [AIRFLOW-6350] Security - spark submit operator logging+exceptions should mask passwords

• [AIRFLOW-6358] Log details of failed task (#6908)

• [AIRFLOW-5149] Skip SLA checks config (#6923)

• [AIRFLOW-6057] Update template_fields of the PythonSensor (#6656)

• [AIRFLOW-4445] Mushroom cloud errors too verbose (#6952)

• [AIRFLOW-6394] Simplify github PR template (#6955)

• [AIRFLOW-5385] spark hook does not work on spark 2.3/2.4 (#6976)

Bug Fixes

• [AIRFLOW-6345] Ensure arguments to ProxyFix are integers (#6901)

• [AIRFLOW-6576] Fix scheduler crash caused by deleted task with sla misses (#7187)

• [AIRFLOW-6686] Fix syntax error constructing list of process ids (#7298)

• [AIRFLOW-6683] REST API respects store_serialized_dag setting (#7296)

• [AIRFLOW-6553] Add upstream_failed in instance state filter to WebUI (#7159)

• [AIRFLOW-6357] Highlight nodes in Graph UI if task id contains dots (#6904)

• [AIRFLOW-3349] Use None instead of False as value for encoding in StreamLogWriter (#7329)

• [AIRFLOW-6627] Email with incorrect DAG not delivered (#7250)

• [AIRFLOW-6637] Fix Airflow test command in 1.10.x

• [AIRFLOW-6636] Avoid exceptions when printing task instance

• [AIRFLOW-6522] Clear task log file before starting to fix duplication in S3TaskHandler (#7120)

• [AIRFLOW-5501] Make default in_cluster value in KubernetesPodOperator respect config (#6124)

• [AIRFLOW-6514] Use RUNNING_DEPS to check run from UI (#6367)

• [AIRFLOW-6381] Remove styling based on DAG id from DAGs page (#6985)

• [AIRFLOW-6434] Add return statement back to DockerOperator.execute (#7013)

• [AIRFLOW-2516] Fix mysql deadlocks (#6988)

• [AIRFLOW-6528] Disable flake8 W503 line break before binary operator (#7124)

• [AIRFLOW-6517] Make merge_dicts function recursive (#7111)

• [AIRFLOW-5621] Failure callback is not triggered when marked Failed on UI (#7025)

• [AIRFLOW-6353] Security - ui - add click jacking defense (#6995)

• [AIRFLOW-6348] Security - cli.py is currently printing logs with password (#6915)

• [AIRFLOW-6323] Remove non-ascii letters from default config (#6878)

• [AIRFLOW-6506] Fix do_xcom_push defaulting to True in KubernetesPodOperator (#7122)

• [AIRFLOW-6516] BugFix: airflow.cfg does not exist in Volume Mounts (#7109)

• [AIRFLOW-6427] Fix broken example_qubole_operator dag (#7005)

• [AIRFLOW-6385] BugFix: SlackAPIPostOperator fails when blocks not set (#7022)

• [AIRFLOW-6347] BugFix: Can’t get task logs when serialization is enabled (#7092)

• [AIRFLOW-XXXX] Fix downgrade of db migration 0e2a74e0fc9f (#6859)

• [AIRFLOW-6366] Fix migrations for MS SQL Server (#6920)

• [AIRFLOW-5406] Allow spark without kubernetes (#6921)

• [AIRFLOW-6229] SparkSubmitOperator polls forever if status JSON can’t… (#6918)

• [AIRFLOW-6352] Security - ui - add login timeout (#6912)

• [AIRFLOW-6397] Ensure sub_process attribute exists before trying to kill it (#6958)

• [AIRFLOW-6400] Fix pytest not working on Windows (#6964)

• [AIRFLOW-6418] Remove SystemTest.skip decorator (#6991)

• [AIRFLOW-6425] Serialization: Add missing DAG parameters to JSON Schema (#7002)

Misc/Internal

• [AIRFLOW-6467] Use self.dag i/o creating a new one (#7067)

• [AIRFLOW-6490] Improve time delta comparison in local task job tests (#7083)

• [AIRFLOW-5814] Implementing Presto hook tests (#6491)

• [AIRFLOW-5704] Improve Kind Kubernetes scripts for local testing (#6516)

• [AIRFLOW-XXXX] Move airflow-config-yaml pre-commit before pylint (#7108)

• [AIRFLOW-XXXX] Improve clarity of confirm message (#7110)

• [AIRFLOW-6662] install dumb init (#7300)

• [AIRFLOW-6705] One less chatty message at breeze initialisation (#7326)

• [AIRFLOW-6705] Less chatty integration/backend checks (#7325)

• [AIRFLOW-6662] Switch to –init docker flag for signal propagation (#7278)

• [AIRFLOW-6661] Fail after 50 failing tests (#7277)

• [AIRFLOW-6607] Get rid of old local scripts for Breeze (#7225)

• [AIRFLOW-6589] BAT tests run in pre-commit on bash script changes (#7203)

• [AIRFLOW-6592] Doc build is moved to test phase (#7208)

• [AIRFLOW-6641] Better diagnostics for kubernetes flaky tests (#7261)

• [AIRFLOW-6642] Make local task job test less flaky (#7262)

• [AIRFLOW-6643] Fix flakiness of kerberos tests

• [AIRFLOW-6638] Remove flakiness test from test_serialized_db remove

• [AIRFLOW-6701] Rat is downloaded from stable backup/mirrors (#7323)

• [AIRFLOW-6702] Dumping kind logs to file.io. (#7319)

• [AIRFLOW-6491] Improve handling of Breeze parameters (#7084)

• [AIRFLOW-6470] Avoid pipe to file when do curl (#7063)

• [AIRFLOW-6471] Add pytest-instafail plugin (#7064)

• [AIRFLOW-6462] Limit exported variables in Dockerfile/Breeze (#7057)

• [AIRFLOW-6465] Add bash autocomplete for Airflow in Breeze (#7060)

• [AIRFLOW-6464] Add cloud providers CLI tools in Breeze (#7059)

• [AIRFLOW-6461] Remove silent flags in Dockerfile (#7052)

• [AIRFLOW-6459] Increase verbosity of pytest (#7049)

• [AIRFLOW-6370] Skip Cassandra tests if cluster is not up (#6926)

• [AIRFLOW-6511] Remove BATS docker containers (#7103)

• [AIRFLOW-6475] Remove duplication of volume mount specs in Breeze.. (#7065)

• [AIRFLOW-6489] Add BATS support for Bash unit testing (#7081)

• [AIRFLOW-6387] print details of success/skipped task (#6956)

• [AIRFLOW-6568] Add Emacs related files to .gitignore (#7175)

• [AIRFLOW-6575] Entropy source for CI tests is changed to unblocking (#7185)

• [AIRFLOW-6496] Separate integrations in tests (#7091)

• [AIRFLOW-6634] Set PYTHONPATH in interactive Breeze

• [AIRFLOW-6564] Additional diagnostics information on CI check failure (#7172)

• [AIRFLOW-6383] Add no trailing-whitespace pre-commit hook (#6941)

Doc only changes

• [AIRFLOW-XXXX] Consistency fixes in new documentation (#7207)

• [AIRFLOW-XXXX] Improve grammar and structure in FAQ doc (#7291)

• [AIRFLOW-XXXX] Fix email configuration link in CONTRIBUTING.rst (#7311)

• [AIRFLOW-XXXX] Update docs with new BranchPythonOperator behaviour (#4682)

• [AIRFLOW-XXXX] Fix Typo in scripts/ci/ci_run_airflow_testing.sh (#7235)

• [AIRFLOW-XXXX] Screenshot showing disk space configuration for OSX (#7226)

• [AIRFLOW-XXXX] Add mentoring information to contributing docs (#7202)

• [AIRFLOW-XXXX] Add rebase info to contributing (#7201)

• [AIRFLOW-XXXX] Increase verbosity of static checks in CI (#7200)

• [AIRFLOW-XXXX] Adds branching strategy to documentation (#7193)

• [AIRFLOW-XXXX] Move email configuration from the concept page (#7189)

• [AIRFLOW-XXXX] Update task lifecycle diagram (#7161)

• [AIRFLOW-XXXX] Fix reference in concepts doc (#7135)

• [AIRFLOW-XXXX] Clear debug docs (#7104)

• [AIRFLOW-XXXX] Fix typos and broken links in development docs (#7086)

• [AIRFLOW-XXXX] Clarify wait_for_downstream and execution_date (#6999)

• [AIRFLOW-XXXX] Add airflow dags show command guide (#7014)

• [AIRFLOW-XXXX] Update operation chaining documentation (#7018)

• [AIRFLOW-XXXX] Add .autoenv_leave.zsh to .gitignore (#6986)

• [AIRFLOW-XXXX] Fix development packages installation instructions (#6942)

• [AIRFLOW-XXXX] Update committers list (#7212)

• [AIRFLOW-XXXX] Move UPDATING changes into correct versions (#7166)

• [AIRFLOW-XXXX] Add Documentation for check_slas flag (#6974)

• [AIRFLOW-XXXX] Fix gcp keyfile_dict typo (#6962)

• [AIRFLOW-XXXX] Add tips for writing a note in UPDATIND.md (#6960)

• [AIRFLOW-XXXX] Add note warning that bash>4.0 is required for docs build script (#6947)

• [AIRFLOW-XXXX] Add autoenv to gitignore (#6946)

• [AIRFLOW-XXXX] Fix GCSTaskHandler Comment Typo (#6928)

• [AIRFLOW-XXXX] Fix broken DAG Serialization Link (#6891)

• [AIRFLOW-XXXX] Add versions_added field to configs

Airflow 1.10.7 (2019-12-24)

Significant Changes

Changes in experimental API execution_date microseconds replacement

The default behavior was to strip the microseconds (and milliseconds, etc) off of all dag runs triggered by by the experimental REST API. The default behavior will change when an explicit execution_date is passed in the request body. It will also now be possible to have the execution_date generated, but keep the microseconds by sending replace_microseconds=false in the request body. The default behavior can be overridden by sending replace_microseconds=true along with an explicit execution_date

Infinite pool size and pool size query optimization

Pool size can now be set to -1 to indicate infinite size (it also includes optimization of pool query which lead to poor task n^2 performance of task pool queries in MySQL).

Viewer won’t have edit permissions on DAG view.

Google Cloud Storage Hook

The GoogleCloudStorageDownloadOperator can either write to a supplied filename or return the content of a file via xcom through store_to_xcom_key - both options are mutually exclusive.

New Features

• [AIRFLOW-5088][AIP-24] Persisting serialized DAG in DB for webserver scalability (#5992)

• [AIRFLOW-6083] Adding ability to pass custom configuration to AWS Lambda client. (#6678)

• [AIRFLOW-5117] Automatically refresh EKS API tokens when needed (#5731)

• [AIRFLOW-5118] Add ability to specify optional components in DataprocClusterCreateOperator (#5821)

• [AIRFLOW-5681] Allow specification of a tag or hash for the git_sync init container (#6350)

• [AIRFLOW-6025] Add label to uniquely identify creator of Pod (#6621)

• [AIRFLOW-4843] Allow orchestration via Docker Swarm (SwarmOperator) (#5489)

• [AIRFLOW-5751] add get_uri method to Connection (#6426)

• [AIRFLOW-6056] Allow EmrAddStepsOperator to accept job_flow_name as alternative to job_flow_id (#6655)

• [AIRFLOW-2694] Declare permissions in DAG definition (#4642)

• [AIRFLOW-4940] Add DynamoDB to S3 operator (#5663)

• [AIRFLOW-4161] BigQuery to MySQL Operator (#5711)

• [AIRFLOW-6041] Add user agent to the Discovery API client (#6636)

• [AIRFLOW-6089] Reorder setup.py dependencies and add ci (#6681)

• [AIRFLOW-5921] Add bulk_load_custom to MySqlHook (#6575)

• [AIRFLOW-5854] Add support for tty parameter in Docker related operators (#6542)

• [AIRFLOW-4758] Add GcsToGDriveOperator operator (#5822)

Improvements

• [AIRFLOW-3656] Show doc link for the current installed version (#6690)

• [AIRFLOW-5665] Add path_exists method to SFTPHook (#6344)

• [AIRFLOW-5729] Make InputDataConfig optional in Sagemaker’s training config (#6398)

• [AIRFLOW-5045] Add ability to create Google Dataproc cluster with custom image from a different project (#5752)

• [AIRFLOW-6132] Allow to pass in tags for the AzureContainerInstancesOperator (#6694)

• [AIRFLOW-5945] Make inbuilt OperatorLinks work when using Serialization (#6715)

• [AIRFLOW-5947] Make the JSON backend pluggable for DAG Serialization (#6630)

• [AIRFLOW-6239] Filter dags return by last_dagruns (to only select visible dags, not all dags) (#6804)

• [AIRFLOW-6095] Filter dags returned by task_stats (to only select visible dags, not all dags) (#6684)

• [AIRFLOW-4482] Add execution_date to “trigger DagRun” API response (#5260)

• [AIRFLOW-1076] Add get method for template variable accessor (#6793)

• [AIRFLOW-5194] Add error handler to action log (#5883)

• [AIRFLOW-5936] Allow explicit get_pty in SSHOperator (#6586)

• [AIRFLOW-5474] Add Basic auth to Druid hook (#6095)

• [AIRFLOW-5726] Allow custom filename in RedshiftToS3Transfer (#6396)

• [AIRFLOW-5834] Option to skip serve_logs process with airflow worker (#6709)

• [AIRFLOW-5583] Extend the ‘DAG Details’ page to display the start_date / end_date (#6235)

• [AIRFLOW-6250] Ensure on_failure_callback always has a populated context (#6812)

• [AIRFLOW-6222] http hook logs response body for any failure (#6779)

• [AIRFLOW-6260] Drive _cmd config option by env var (AIRFLOW__DATABASE__SQL_ALCHEMY_CONN_CMD for example) (#6801)

• [AIRFLOW-6168] Allow proxy_fix middleware of webserver to be configurable (#6723)

• [AIRFLOW-5931] Use os.fork when appropriate to speed up task execution. (#6627)

• [AIRFLOW-4145] Allow RBAC roles permissions, ViewMenu to be over-rideable (#4960)

• [AIRFLOW-5928] Hive hooks load_file short circuit (#6582)

• [AIRFLOW-5313] Add params support for awsbatch_operator (#5900)

• [AIRFLOW-2227] Add delete method to Variable class (#4963)

• [AIRFLOW-5082] Add subject in AwsSnsHook (#5694)

• [AIRFLOW-5715] Make email, owner context available (#6385)

• [AIRFLOW-5345] Allow SqlSensor’s hook to be customized by subclasses (#5946)

• [AIRFLOW-5417] Fix DB disconnects during webserver startup (#6023)

• [AIRFLOW-5730] Enable get_pandas_df on PinotDbApiHook (#6399)

• [AIRFLOW-3235] Add list function in AzureDataLakeHook (#4070)

• [AIRFLOW-5442] implementing get_pandas_df method for druid broker hook (#6057)

• [AIRFLOW-5883] Improve count() queries in a few places (#6532)

• [AIRFLOW-5811] Add metric for externally killed task count (#6466)

• [AIRFLOW-5758] Support the custom cursor classes for the PostgreSQL hook (#6432)

• [AIRFLOW-5766] Use httpbin.org in http_default (#6438)

• [AIRFLOW-5798] Set default ExternalTaskSensor.external_task_id (#6431)

• [AIRFLOW-5643] Reduce duplicated logic in S3Hook (#6313)

• [AIRFLOW-5562] Skip grant single DAG permissions for Admin role. (#6199)

• [AIRFLOW-6192] Stop creating Hook from SFTPSensor.__init__ (#6748)

• [AIRFLOW-5749][AIRFLOW-4162] Support the “blocks” component for the Slack operators (#6418)

• [AIRFLOW-5693] Support the “blocks” component for the Slack messages (#6364)

• [AIRFLOW-5714] Collect SLA miss emails only from tasks missed SLA (#6384)

• [AIRFLOW-5049] Add validation for src_fmt_configs in bigquery hook (#5671)

• [AIRFLOW-6177] Log DAG processors timeout event at error level, not info (#6731)

• [AIRFLOW-6180] Improve kerberos init in pytest conftest (#6735)

• [AIRFLOW-6159] Change logging level of the heartbeat message to DEBUG (#6716)

• [AIRFLOW-6144] Improve the log message of Airflow scheduler (#6710)

• [AIRFLOW-6045] Error on failed execution of compile_assets (#6640)

• [AIRFLOW-5144] Add confirmation on delete button click (#6745)

• [AIRFLOW-6099] Add host name to task runner log (#6688)

• [AIRFLOW-5915] Add support for the new documentation theme (#6563)

• [AIRFLOW-5897] Allow setting -1 as pool slots value in webserver (#6550)

• [AIRFLOW-5888] Use psycopg2-binary for postgres operations (#6533)

• [AIRFLOW-5870] Allow -1 for pool size and optimise pool query (#6520)

Bug Fixes

• [AIRFLOW-XXX] Bump Jira version to fix issue with async

• [AIRFLOW-XXX] Add encoding to fix Cyrillic output when reading back task logs (#6631)

• [AIRFLOW-5304] Fix extra links in BigQueryOperator with multiple queries (#5906)

• [AIRFLOW-6268] Prevent (expensive) ajax calls on home page when no dags visible (#6839)

• [AIRFLOW-6259] Reset page to 1 with each new search for dags (#6828)

• [AIRFLOW-6185] SQLAlchemy Connection model schema not aligned with Alembic schema (#6754)

• [AIRFLOW-3632] Only replace microseconds if execution_date is None in trigger_dag REST API (#6380)

• [AIRFLOW-5458] Bump Flask-AppBuilder to 2.2.0 (for Python >= 3.6) (#6607)

• [AIRFLOW-5072] gcs_hook should download files once (#5685)

• [AIRFLOW-5744] Environment variables not correctly set in Spark submit operator (#6796)

• [AIRFLOW-3189] Remove schema from DbHook.get_uri response if None (#6833)

• [AIRFLOW-6195] Fixed TaskInstance attrs not correct on UI (#6758)

• [AIRFLOW-5889] Make polling for AWS Batch job status more resilient (#6765)

• [AIRFLOW-6043] Fix bug in UI when “filtering by root” to display section of dag (#6638)

• [AIRFLOW-6033] Fix UI Crash at “Landing Times” when task_id is changed (#6635)

• [AIRFLOW-3745] Fix viewer not able to view dag details (#4569)

• [AIRFLOW-6175] Fixes bug when tasks get stuck in “scheduled” state (#6732)

• [AIRFLOW-5463] Make Variable.set when replacing an atomic operation (#6807)

• [AIRFLOW-5582] Add get_autocommit to JdbcHook (#6232)

• [AIRFLOW-5867] Fix webserver unit_test_mode data type (#6517)

• [AIRFLOW-5819] Update AWSBatchOperator default value (#6473)

• [AIRFLOW-5709] Fix regression in setting custom operator resources. (#6331)

• [AIRFLOW-5658] Fix broken navigation links (#6374)

• [AIRFLOW-5727] SqoopHook: Build –connect parameter only if port/schema are defined (#6397)

• [AIRFLOW-5695] use RUNNING_DEPS to check run from UI (#6367)

• [AIRFLOW-6254] obscure conn extra in logs (#6817)

• [AIRFLOW-4824] Add charset handling for SqlAlchemy engine for MySqlHook (#6816)

• [AIRFLOW-6091] Add flushing in execute method for BigQueryCursor (#6683)

• [AIRFLOW-6256] Ensure Jobs table is cleared when resetting DB (#6818)

• [AIRFLOW-5224] Add encoding parameter to GoogleCloudStorageToBigQuery (#6297)

• [AIRFLOW-5179] Remove top level __init__.py (#5818)

• [AIRFLOW-5660] Attempt to find the task in DB from Kubernetes pod labels (#6340)

• [AIRFLOW-6241] Fix typo in airflow/gcp/operator/dataflow.py (#6806)

• [AIRFLOW-6171] Apply .airflowignore to correct subdirectories (#6784)

• [AIRFLOW-6018] Display task instance in table during backfilling (#6612)

• [AIRFLOW-6189] Reduce the maximum test duration to 8 minutes (#6744)

• [AIRFLOW-6141] Remove ReadyToRescheduleDep if sensor mode == poke (#6704)

• [AIRFLOW-6054] Add a command that starts the database consoles (#6653)

• [AIRFLOW-6047] Simplify the logging configuration template (#6644)

• [AIRFLOW-6017] Exclude PULL_REQUEST_TEMPLATE.md from RAT check (#6611)

• [AIRFLOW-4560] Fix Tez queue parameter name in mapred_queue (#5315)

• [AIRFLOW-2143] Fix TaskTries graph counts off-by-1 (#6526)

• [AIRFLOW-5873] KubernetesPodOperator fixes and test (#6523)

• [AIRFLOW-5869] BugFix: Some Deserialized tasks have no start_date (#6519)

• [AIRFLOW-4020] Remove DAG edit permissions from Viewer role (#4845)

• [AIRFLOW-6263] Fix broken WinRM integration (#6832)

• [AIRFLOW-5836] Pin azure-storage-blob version to <12 (#6486)

• [AIRFLOW-4488] Fix typo for non-RBAC UI in max_active_runs_per_dag (#6778)

• [AIRFLOW-5942] Pin PyMSSQL to <3.0 (#6592)

• [AIRFLOW-5451] SparkSubmitHook don’t set default namespace (#6072)

• [AIRFLOW-6271] Printing log files read during load_test_config (#6842)

• [AIRFLOW-6308] Unpin Kombu for Python 3

Misc/Internal

• [AIRFLOW-6009] Switch off travis_wait for regular tests (#6600)

• [AIRFLOW-6226] Always reset warnings in tests

• [AIRFLOW-XXX] Remove cyclic imports and pylint hacks in Serialization (#6601)

• [AIRFLOW-XXX] Bump npm from 6.4.1 to 6.13.4 in /airflow/www (#6815)

• [AIRFLOW-XXX] Remove executable permission from file

• [AIRFLOW-XXX] Group AWS & Azure dependencies (old [emr] etc. extra still work)

• [AIRFLOW-5487] Fix unused warning var (#6111)

• [AIRFLOW-5925] Relax funcsigs and psutil version requirements (#6580)

• [AIRFLOW-5740] Fix Transient failure in Slack test (#6407)

• [AIRFLOW-6058] Running tests with pytest (#6472)

• [AIRFLOW-6066] Added pre-commit checks for accidental debug stmts (#6662)

• [AIRFLOW-6060] Improve conf_vars context manager (#6658)

• [AIRFLOW-6044] Standardize the Code Structure in kube_pod_operator.py (#6639)

• [AIRFLOW-4940] Simplify tests of DynamoDBToS3Operator (#6836)

• [AIRFLOW-XXX] Update airflow-jira release management script (#6772)

• [AIRFLOW-XXX] Add simple guidelines to unit test writing (#6846)

• [AIRFLOW-6309] Fix stable build on Travis

Doc only changes

• [AIRFLOW-6211] Doc how to use conda for local virtualenv (#6766)

• [AIRFLOW-5855] Fix broken reference in custom operator doc (#6508)

• [AIRFLOW-5875] Fix typo in example_qubole_operator.py (#6525)

• [AIRFLOW-5702] Fix common docstring issues (#6372)

• [AIRFLOW-5640] Document and test email parameters of BaseOperator (#6315)

• [AIRFLOW-XXX] Improve description OpenFaaS Hook (#6187)

• [AIRFLOW-XXX] GSoD: How to make DAGs production ready (#6515)

• [AIRFLOW-XXX] Use full command in examples (#5973)

• [AIRFLOW-XXX] Update docs to accurately describe the precedence of remote and local logs (#5607)

• [AIRFLOW-XXX] Fix example “extras” field in mysql connect doc (#5285)

• [AIRFLOW-XXX] Fix wrong inline code highlighting in docs (#5309)

• [AIRFLOW-XXX] Group executors in one section (#5834)

• [AIRFLOW-XXX] Add task lifecycle diagram to documentation (#6762)

• [AIRFLOW-XXX] Highlight code blocks (#6243)

• [AIRFLOW-XXX] Documents about task_concurrency and pool (#5262)

• [AIRFLOW-XXX] Fix incorrect docstring parameter (#6649)

• [AIRFLOW-XXX] Add link to XCom section in concepts.rst (#6791)

• [AIRFLOW-XXX] Update kubernetes doc with correct path (#6774)

• [AIRFLOW-XXX] Add information how to configure pytest runner (#6736)

• [AIRFLOW-XXX] More GSOD improvements (#6585)

• [AIRFLOW-XXX] Clarified a grammatically incorrect sentence (#6667)

• [AIRFLOW-XXX] Add notice for Mesos Executor deprecation in docs (#6712)

• [AIRFLOW-XXX] Update list of pre-commits (#6603)

• [AIRFLOW-XXX] Updates to Breeze documentation from GSOD (#6285)

• [AIRFLOW-XXX] Clarify daylight savings time behavior (#6324)

• [AIRFLOW-XXX] GSoD: Adding ‘Create a custom operator’ doc (#6348)

• [AIRFLOW-XXX] Add resources & links to CONTRIBUTING.rst (#6405)

• [AIRFLOW-XXX] Update chat channel details from gitter to slack (#4149)

• [AIRFLOW-XXX] Add logo info to readme (#6349)

• [AIRFLOW-XXX] Fixed case problem with CONTRIBUTING.rst (#6329)

• [AIRFLOW-XXX] Google Season of Docs updates to CONTRIBUTING doc (#6283)

Airflow 1.10.6 (2019-10-28)

Significant Changes

BaseOperator::render_template function signature changed

Previous versions of the BaseOperator::render_template function required an attr argument as the first positional argument, along with content and context. This function signature was changed in 1.10.6 and the attr argument is no longer required (or accepted).

In order to use this function in subclasses of the BaseOperator, the attr argument must be removed:

result = self.render_template("myattr", self.myattr, context)  # Pre-1.10.6 call
# ...
result = self.render_template(self.myattr, context)  # Post-1.10.6 call

Changes to aws_default Connection’s default region

The region of Airflow’s default connection to AWS (aws_default) was previously set to us-east-1 during installation.

The region now needs to be set manually, either in the connection screens in Airflow, via the ~/.aws config files, or via the AWS_DEFAULT_REGION environment variable.

Some DAG Processing metrics have been renamed

The following metrics are deprecated and won’t be emitted in Airflow 2.0:

• scheduler.dagbag.errors and dagbag_import_errors – use dag_processing.import_errors instead

• dag_file_processor_timeouts – use dag_processing.processor_timeouts instead

• collect_dags – use dag_processing.total_parse_time instead

• dag.loading-duration.<basename> – use dag_processing.last_duration.<basename> instead

• dag_processing.last_runtime.<basename> – use dag_processing.last_duration.<basename> instead

New Features

• [AIRFLOW-4908] Implement BigQuery Hooks/Operators for update_dataset, patch_dataset and get_dataset (#5546)

• [AIRFLOW-4741] Optionally report task errors to Sentry (#5407)

• [AIRFLOW-4939] Add default_task_retries config (#5570)

• [AIRFLOW-5508] Add config setting to limit which StatsD metrics are emitted (#6130)

• [AIRFLOW-4222] Add cli autocomplete for bash & zsh (#5789)

• [AIRFLOW-3871] Operators template fields can now render fields inside objects (#4743)

Improvements

• [AIRFLOW-5127] Gzip support for CassandraToGoogleCloudStorageOperator (#5738)

• [AIRFLOW-5125] Add gzip support for AdlsToGoogleCloudStorageOperator (#5737)

• [AIRFLOW-5124] Add gzip support for S3ToGoogleCloudStorageOperator (#5736)

• [AIRFLOW-5653] Log AirflowSkipException in task instance log to make it clearer why tasks might be skipped (#6330)

• [AIRFLOW-5343] Remove legacy SQLAlchmey pessimistic pool disconnect handling (#6034)

• [AIRFLOW-5561] Relax httplib2 version required for gcp extra (#6194)

• [AIRFLOW-5657] Update the upper bound for dill dependency (#6334)

• [AIRFLOW-5292] Allow ECSOperator to tag tasks (#5891)

• [AIRFLOW-4939] Simplify Code for Default Task Retries (#6233)

• [AIRFLOW-5126] Read aws_session_token in extra_config of the aws hook (#6303)

• [AIRFLOW-5636] Allow adding or overriding existing Operator Links (#6302)

• [AIRFLOW-4965] Handle quote exceptions in GCP AI operators (v1.10) (#6304)

• [AIRFLOW-3783] Speed up Redshift to S3 unload with HEADERs (#6309)

• [AIRFLOW-3388] Add support to Array Jobs for AWS Batch Operator (#6153)

• [AIRFLOW-4574] add option to provide private_key in SSHHook (#6104) (#6163)

• [AIRFLOW-5530] Fix typo in AWS SQS sensors (#6012)

• [AIRFLOW-5445] Reduce the required resources for the Kubernetes’s sidecar (#6062)

• [AIRFLOW-5443] Use alpine image in Kubernetes’s sidecar (#6059)

• [AIRFLOW-5344] Add –proxy-user parameter to SparkSubmitOperator (#5948)

• [AIRFLOW-3888] HA for Hive metastore connection (#4708)

• [AIRFLOW-5269] Reuse session in Scheduler Job from health endpoint (#5873)

• [AIRFLOW-5153] Option to force delete non-empty BQ datasets (#5768)

• [AIRFLOW-4443] Document LatestOnly behavior for external trigger (#5214)

• [AIRFLOW-2891] Make DockerOperator container_name be templateable (#5696)

• [AIRFLOW-2891] allow configurable docker_operator container name (#5689)

• [AIRFLOW-4285] Update task dependency context definition and usage (#5079)

• [AIRFLOW-5142] Fixed flaky Cassandra test (#5758)

• [AIRFLOW-5218] Less polling of AWS Batch job status (#5825)

• [AIRFLOW-4956] Fix LocalTaskJob heartbeat log spamming (#5589)

• [AIRFLOW-3160] Load latest_dagruns asynchronously on home page (#5339)

• [AIRFLOW-5560] Allow no confirmation on reset dags in airflow backfill command (#6195)

• [AIRFLOW-5280] conn: Remove aws_default’s default region name (#5879)

• [AIRFLOW-5528] end_of_log_mark should not be a log record (#6159)

• [AIRFLOW-5526] Update docs configuration due to migration of GCP docs (#6154)

• [AIRFLOW-4835] Refactor operator render_template (#5461)

Bug Fixes

• [AIRFLOW-5459] Use a dynamic tmp location in Dataflow operator (#6078)

• [Airflow 4923] Fix Databricks hook leaks API secret in logs (#5635)

• [AIRFLOW-5133] Keep original env state in provide_gcp_credential_file (#5747)

• [AIRFLOW-5497] Update docstring in airflow/utils/dag_processing.py (#6314)

• Revert/and then rework “[AIRFLOW-4797] Improve performance and behaviour of zombie detection (#5511)” to improve performance (#5908)

• [AIRFLOW-5634] Don’t allow editing of DagModelView (#6308)

• [AIRFLOW-4309] Remove Broken Dag error after Dag is deleted (#6102)

• [AIRFLOW-5387] Fix “show paused” pagination bug (#6100)

• [AIRFLOW-5489] Remove unneeded assignment of variable (#6106)

• [AIRFLOW-5491] mark_tasks pydoc is incorrect (#6108)

• [AIRFLOW-5492] added missing docstrings (#6107)

• [AIRFLOW-5503] Fix tree view layout on HDPI screen (#6125)

• [AIRFLOW-5481] Allow Deleting Renamed DAGs (#6101)

• [AIRFLOW-3857] spark_submit_hook cannot kill driver pod in Kubernetes (#4678)

• [AIRFLOW-4391] Fix tooltip for None-State Tasks in ‘Recent Tasks’ (#5909)

• [AIRFLOW-5554] Require StatsD 3.3.0 minimum (#6185)

• [AIRFLOW-5306] Fix the display of links when they contain special characters (#5904)

• [AIRFLOW-3705] Fix PostgresHook get_conn to use conn_name_attr (#5841)

• [AIRFLOW-5581] Cleanly shutdown KubernetesJobWatcher for safe Scheduler shutdown on SIGTERM (#6237)

• [AIRFLOW-5634] Don’t allow disabled fields to be edited in DagModelView (#6307)

• [AIRFLOW-4833] Allow to set Jinja env options in DAG declaration (#5943)

• [AIRFLOW-5408] Fix env variable name in Kubernetes template (#6016)

• [AIRFLOW-5102] Worker jobs should terminate themselves if they can’t heartbeat (#6284)

• [AIRFLOW-5572] Clear task reschedules when clearing task instances (#6217)

• [AIRFLOW-5543] Fix tooltip disappears in tree and graph view (RBAC UI) (#6174)

• [AIRFLOW-5444] Fix action_logging so that request.form for POST is logged (#6064)

• [AIRFLOW-5484] fix PigCliHook has incorrect named parameter (#6112)

• [AIRFLOW-5342] Fix MSSQL breaking task_instance db migration (#6014)

• [AIRFLOW-5556] Add separate config for timeout from scheduler dag processing (#6186)

• [AIRFLOW-4858] Deprecate “Historical convenience functions” in airflow.configuration (#5495) (#6144)

• [AIRFLOW-774] Fix long-broken DAG parsing StatsD metrics (#6157)

• [AIRFLOW-5419] Use sudo to kill cleared tasks when running with impersonation (#6026) (#6176)

• [AIRFLOW-5537] Yamllint is not needed as dependency on host

• [AIRFLOW-5536] Better handling of temporary output files

• [AIRFLOW-5535] Fix name of VERBOSE parameter

• [AIRFLOW-5519] Fix sql_to_gcs operator missing multi-level default args by adding apply_defaults decorator (#6146)

• [AIRFLOW-5210] Make finding template files more efficient (#5815)

• [AIRFLOW-5447] Scheduler stalls because second watcher thread in default args (#6129)

Doc-only changes

• [AIRFLOW-5574] Fix Google Analytics script loading (#6218)

• [AIRFLOW-5588] Add Celery’s architecture diagram (#6247)

• [AIRFLOW-5521] Fix link to GCP documentation (#6150)

• [AIRFLOW-5398] Update contrib example DAGs to context manager (#5998)

• [AIRFLOW-5268] Apply same DAG naming conventions as in literature (#5874)

• [AIRFLOW-5101] Fix inconsistent owner value in examples (#5712)

• [AIRFLOW-XXX] Fix typo - AWS DynamoDB Hook (#6319)

• [AIRFLOW-XXX] Fix Documentation for adding extra Operator Links (#6301)

• [AIRFLOW-XXX] Add section on task lifecycle & correct casing in docs (#4681)

• [AIRFLOW-XXX] Make it clear that 1.10.5 was not accidentally omitted from UPDATING.md (#6240)

• [AIRFLOW-XXX] Improve format in code-block directives (#6242)

• [AIRFLOW-XXX] Format Sendgrid docs (#6245)

• [AIRFLOW-XXX] Update to new logo (#6066)

• [AIRFLOW-XXX] Typo in FAQ - schedule_interval (#6291)

• [AIRFLOW-XXX] Add message about breaking change in DAG#get_task_instances in 1.10.4 (#6226)

• [AIRFLOW-XXX] Fix incorrect units in docs for metrics using Timers (#6152)

• [AIRFLOW-XXX] Fix backtick issues in .rst files & Add Precommit hook (#6162)

• [AIRFLOW-XXX] Update documentation about variables forcing answer (#6158)

• [AIRFLOW-XXX] Add a third way to configure authorization (#6134)

• [AIRFLOW-XXX] Add example of running pre-commit hooks on single file (#6143)

• [AIRFLOW-XXX] Add information about default pool to docs (#6019)

• [AIRFLOW-XXX] Make Breeze The default integration test environment (#6001)

Misc/Internal

• [AIRFLOW-5687] Upgrade pip to 19.0.2 in CI build pipeline (#6358) (#6361)

• [AIRFLOW-5533] Fixed failing CRON build (#6167)

• [AIRFLOW-5130] Use GOOGLE_APPLICATION_CREDENTIALS constant from library (#5744)

• [AIRFLOW-5369] Adds interactivity to pre-commits (#5976)

• [AIRFLOW-5531] Replace deprecated log.warn() with log.warning() (#6165)

• [AIRFLOW-4686] Make dags Pylint compatible (#5753)

• [AIRFLOW-4864] Remove calls to load_test_config (#5502)

• [AIRFLOW-XXX] Pin version of mypy so we are stable over time (#6198)

• [AIRFLOW-XXX] Add tests that got missed from #5127

• [AIRFLOW-4928] Move config parses to class properties inside DagBag (#5557)

• [AIRFLOW-5003] Making AWS Hooks pylint compatible (#5627)

• [AIRFLOW-5580] Add base class for system test (#6229)

Airflow 1.10.5 (2019-09-04)

Significant Changes

No significant changes.

New Features

• [AIRFLOW-1498] Add feature for users to add Google Analytics to Airflow UI (#5850)

• [AIRFLOW-4074] Add option to add labels to Dataproc jobs (#5606)

• [AIRFLOW-4846] Allow specification of an existing secret containing git credentials for init containers (#5475)

Improvements

• [AIRFLOW-5335] Update GCSHook methods so they need min IAM perms (#5939)

• [AIRFLOW-2692] Allow AWS Batch Operator to use templates in job_name parameter (#3557)

• [AIRFLOW-4768] Add Timeout parameter in example_gcp_video_intelligence (#5862)

• [AIRFLOW-5165] Make Dataproc highly available (#5781)

• [AIRFLOW-5139] Allow custom ES configs (#5760)

• [AIRFLOW-5340] Fix GCP DLP example (#594)

• [AIRFLOW-5211] Add pass_value to template_fields BigQueryValueCheckOperator (#5816)

• [AIRFLOW-5113] Support icon url in slack web hook (#5724)

• [AIRFLOW-4230] bigquery schema update options should be a list (#5766)

• [AIRFLOW-1523] Clicking on Graph View should display related DAG run (#5866)

• [AIRFLOW-5027] Generalized CloudWatch log grabbing for ECS and SageMaker operators (#5645)

• [AIRFLOW-5244] Add all possible themes to default_webserver_config.py (#5849)

• [AIRFLOW-5245] Add more metrics around the scheduler (#5853)

• [AIRFLOW-5048] Improve display of Kubernetes resources (#5665)

• [AIRFLOW-5284] Replace deprecated log.warn by log.warning (#5881)

• [AIRFLOW-5276] Remove unused helpers from airflow.utils.helpers (#5878)

• [AIRFLOW-4316] Support setting kubernetes_environment_variables config section from env var (#5668)

Bug fixes

• [AIRFLOW-5168] Fix Dataproc operators that failed in 1.10.4 (#5928)

• [AIRFLOW-5136] Fix Bug with Incorrect template_fields in DataProc{*} Operators (#5751)

• [AIRFLOW-5169] Pass GCP Project ID explicitly to StorageClient in GCSHook (#5783)

• [AIRFLOW-5302] Fix bug in none_skipped Trigger Rule (#5902)

• [AIRFLOW-5350] Fix bug in the num_retires field in BigQueryHook (#5955)

• [AIRFLOW-5145] Fix rbac ui presents false choice to encrypt or not encrypt variable values (#5761)

• [AIRFLOW-5104] Set default schedule for GCP Transfer operators (#5726)

• [AIRFLOW-4462] Use datetime2 column types when using MSSQL backend (#5707)

• [AIRFLOW-5282] Add default timeout on kubeclient & catch HTTPError (#5880)

• [AIRFLOW-5315] TaskInstance not updating from DB when user changes executor_config (#5926)

• [AIRFLOW-4013] Mark success/failed is picking all execution date (#5616)

• [AIRFLOW-5152] Fix autodetect default value in GoogleCloudStorageToBigQueryOperator(#5771)

• [AIRFLOW-5100] Airflow scheduler does not respect safe mode setting (#5757)

• [AIRFLOW-4763] Allow list in DockerOperator.command (#5408)

• [AIRFLOW-5260] Allow empty uri arguments in connection strings (#5855)

• [AIRFLOW-5257] Fix ElasticSearch log handler errors when attempting to close logs (#5863)

• [AIRFLOW-1772] Google Updated Sensor doesn’t work with CRON expressions (#5730)

• [AIRFLOW-5085] When you run kubernetes git-sync test from TAG, it fails (#5699)

• [AIRFLOW-5258] ElasticSearch log handler, has 2 times of hours (%H and %I) in _clean_execution_dat (#5864)

• [AIRFLOW-5348] Escape Label in deprecated chart view when set via JS (#5952)

• [AIRFLOW-5357] Fix Content-Type for exported variables.json file (#5963)

• [AIRFLOW-5109] Fix process races when killing processes (#5721)

• [AIRFLOW-5240] Latest version of Kombu is breaking Airflow for py2

Misc/Internal

• [AIRFLOW-5111] Remove apt-get upgrade from the Dockerfile (#5722)

• [AIRFLOW-5209] Fix Documentation build (#5814)

• [AIRFLOW-5083] Check licence image building can be faster and moved to before-install (#5695)

• [AIRFLOW-5119] Cron job should always rebuild everything from scratch (#5733)

• [AIRFLOW-5108] In the CI local environment long-running kerberos might fail sometimes (#5719)

• [AIRFLOW-5092] Latest Python image should be pulled locally in force_pull_and_build (#5705)

• [AIRFLOW-5225] Consistent licences can be added automatically for all JS files (#5827)

• [AIRFLOW-5229] Add licence to all other file types (#5831)

• [AIRFLOW-5227] Consistent licences for all .sql files (#5829)

• [AIRFLOW-5161] Add pre-commit hooks to run static checks for only changed files (#5777)

• [AIRFLOW-5159] Optimise checklicence image build (do not build if not needed) (#5774)

• [AIRFLOW-5263] Show diff on failure of pre-commit checks (#5869)

• [AIRFLOW-5204] Shell files should be checked with shellcheck and have identical licence (#5807)

• [AIRFLOW-5233] Check for consistency in whitespace (tabs/eols) and common problems (#5835)

• [AIRFLOW-5247] Getting all dependencies from NPM can be moved up in Dockerfile (#5870)

• [AIRFLOW-5143] Corrupted rat.jar became part of the Docker image (#5759)

• [AIRFLOW-5226] Consistent licences for all html JINJA templates (#5828)

• [AIRFLOW-5051] Coverage is not properly reported in the new CI system (#5732)

• [AIRFLOW-5239] Small typo and incorrect tests in CONTRIBUTING.md (#5844)

• [AIRFLOW-5287] Checklicence base image is not pulled (#5886)

• [AIRFLOW-5301] Some not-yet-available files from breeze are committed to master (#5901)

• [AIRFLOW-5285] Pre-commit pylint runs over todo files (#5884)

• [AIRFLOW-5288] Temporary container for static checks should be auto-removed (#5887)

• [AIRFLOW-5206] All .md files should have all common licence, TOC (where applicable) (#5809)

• [AIRFLOW-5329] Easy way to add local files to docker (#5933)

• [AIRFLOW-4027] Make experimental api tests more stateless (#4854)

Doc-only changes

• [AIRFLOW-XXX] Fixed Azkaban link (#5865)

• [AIRFLOW-XXX] Remove duplicate lines from CONTRIBUTING.md (#5830)

• [AIRFLOW-XXX] Fix incorrect docstring parameter in SchedulerJob (#5729)

Airflow 1.10.4 (2019-08-06)

Significant Changes

Export MySQL timestamps as UTC

MySqlToGoogleCloudStorageOperator now exports TIMESTAMP columns as UTC by default, rather than using the default timezone of the MySQL server. This is the correct behavior for use with BigQuery, since BigQuery assumes that TIMESTAMP columns without time zones are in UTC. To preserve the previous behavior, set ensure_utc to False.

Changes to DatastoreHook

• removed argument version from get_conn function and added it to the hook’s __init__ function instead and renamed it to api_version

• renamed the partialKeys argument of function allocate_ids to partial_keys

Changes to GoogleCloudStorageHook

• the discovery-based api (googleapiclient.discovery) used in GoogleCloudStorageHook is now replaced by the recommended client based api (google-cloud-storage). To know the difference between both the libraries, read https://cloud.google.com/apis/docs/client-libraries-explained. PR: #5054

• as a part of this replacement, the multipart & num_retries parameters for GoogleCloudStorageHook.upload method have been deprecated.

  The client library uses multipart upload automatically if the object/blob size is more than 8 MB - source code. The client also handles retries automatically

• the generation parameter is deprecated in GoogleCloudStorageHook.delete and GoogleCloudStorageHook.insert_object_acl.

Updating to google-cloud-storage >= 1.16 changes the signature of the upstream client.get_bucket() method from get_bucket(bucket_name: str) to get_bucket(bucket_or_name: Union[str, Bucket]). This method is not directly exposed by the airflow hook, but any code accessing the connection directly (GoogleCloudStorageHook().get_conn().get_bucket(...) or similar) will need to be updated.

Changes in writing Logs to Elasticsearch

The elasticsearch_ prefix has been removed from all config items under the [elasticsearch] section. For example elasticsearch_host is now just host.

Removal of non_pooled_task_slot_count and non_pooled_backfill_task_slot_count

non_pooled_task_slot_count and non_pooled_backfill_task_slot_count are removed in favor of a real pool, e.g. default_pool.

By default tasks are running in default_pool. default_pool is initialized with 128 slots and user can change the number of slots through UI/CLI. default_pool cannot be removed.

pool config option in Celery section to support different Celery pool implementation

The new pool config option allows users to choose different pool implementation. Default value is “prefork”, while choices include “prefork” (default), “eventlet”, “gevent” or “solo”. This may help users achieve better concurrency performance in different scenarios.

For more details about Celery pool implementation, please refer to:

• https://docs.celeryproject.org/en/latest/userguide/workers.html#concurrency

• https://docs.celeryproject.org/en/latest/userguide/concurrency/eventlet.html

Change to method signature in BaseOperator and DAG classes

The signature of the get_task_instances method in the BaseOperator and DAG classes has changed. The change does not change the behavior of the method in either case.

For BaseOperator

Old signature:

def get_task_instances(self, session, start_date=None, end_date=None):
    ...

New signature:

@provide_session
def get_task_instances(self, start_date=None, end_date=None, session=None):
    ...

For DAG

Old signature:

def get_task_instances(self, session, start_date=None, end_date=None, state=None):
    ...

New signature:

@provide_session
def get_task_instances(self, start_date=None, end_date=None, state=None, session=None):
    ...

In either case, it is necessary to rewrite calls to the get_task_instances method that currently provide the session positional argument. New calls to this method look like:

# if you can rely on @provide_session
dag.get_task_instances()
# if you need to provide the session
dag.get_task_instances(session=your_session)

New Features

• [AIRFLOW-4811] Implement GCP Data Loss Prevention Hook and Operators (#5539)

• [AIRFLOW-5035] Replace multiprocessing.Manager with a golang-“channel” style (#5615)

• [AIRFLOW-4883] Kill hung file process managers (#5605)

• [AIRFLOW-4929] Pretty print JSON Variables in UI (#5573)

• [AIRFLOW-4884] Roll up import_errors in RBAC UI (#5516)

• [AIRFLOW-4871] Allow creating DagRuns via RBAC UI (#5507)

• [AIRFLOW-4591] Make default_pool a real pool (#5349)

• [AIRFLOW-4844] Add optional is_paused_upon_creation argument to DAG (#5473)

• [AIRFLOW-4456] Add sub-classable BaseBranchOperator (#5231)

• [AIRFLOW-4343] Show warning in UI if scheduler is not running (#5127)

• [AIRFLOW-4739] Add ability to arbitrarily define kubernetes worker pod labels (#5376)

• [AIRFLOW-4348] Add GCP console link in BigQueryOperator (#5195)

• [AIRFLOW-4306] Global operator extra links (#5094)

• [AIRFLOW-4812] Add batch images annotation (#5433)

• [AIRFLOW-4135] Add Google Cloud Build operator and hook (#5251)

• [AIRFLOW-4781] Add the ability to specify ports in KubernetesPodOperator (#5410)

• [AIRFLOW-4521] Pause dag also pause its subdags (#5283)

• [AIRFLOW-4738] Enforce exampleinclude for example DAGs (#5375)

• [AIRFLOW-4326] Airflow AWS SQS Operator (#5110)

• [AIRFLOW-3729] Support DownwardAPI in env variables for KubernetesPodOperator (#4554)

• [AIRFLOW-4585] Implement Kubernetes Pod Mutation Hook (#5359)

• [AIRFLOW-161] New redirect route and extra links (#5059)

• [AIRFLOW-4420] Backfill respects task_concurrency (#5221)

• [AIRFLOW-4147] Add Operator to publish event to Redis (#4967)

• [AIRFLOW-3359] Add option to pass customer encryption keys to Dataproc (#4200)

• [AIRFLOW-4318] Create Google Cloud Translate Speech Operator (#5102)

• [AIRFLOW-3960] Adds Google Cloud Speech operators (#4780)

• [AIRFLOW-1501] Add GoogleCloudStorageDeleteOperator (#5230)

• [AIRFLOW-3672] Add support for Mongo DB DNS Seedlist Connection Format (#4481)

• [AIRFLOW-4397] add integrations docs manually for gcs sensors (#5204)

• [AIRFLOW-4251] Instrument DagRun schedule delay (#5050)

• [AIRFLOW-4118] instrument DagRun duration (#4946)

• [AIRFLOW-4361] Fix flaky test_integration_run_dag_with_scheduler_failure (#5182)

• [AIRFLOW-4361] Fix flaky test_integration_run_dag_with_scheduler_failure (#5140)

• [AIRFLOW-4168] Create Google Cloud Video Intelligence Operators (#4985)

• [AIRFLOW-4397] Add GCSUploadSessionCompleteSensor (#5166)

• [AIRFLOW-4335] Add default num_retries to GCP connection (#5117)

• [AIRFLOW-3808] Add cluster_fields to BigQueryHook’s create_empty_table (#4654)

• [AIRFLOW-4362] Fix test_execution_limited_parallelism (#5141)

• [AIRFLOW-4307] Backfill respects concurrency limit (#5128)

• [AIRFLOW-4268] Add MsSqlToGoogleCloudStorageOperator (#5077)

• [AIRFLOW-4169] Add Google Cloud Vision Detect Operators (#4986)

• [AIRFLOW-XXX] Fix WS-2019-0032 (#5384)

• [AIRFLOW-XXX] Fix CVE-2019-11358 (#5197)

• [AIRFLOW-XXX] Change allowed version of Jinja2 to fix CVE-2019-10906 (#5075)

Improvement

• [AIRFLOW-5022] Fix DockerHook for registries with port numbers (#5644)

• [AIRFLOW-4961] Insert TaskFail.duration as int match DB schema column type (#5593)

• [AIRFLOW-5038] skip pod deleted log message when pod deletion is disabled (#5656)

• [AIRFLOW-5067] Update pagination symbols (#5682)

• [AIRFLOW-4981][AIRFLOW-4788] Always use pendulum DateTimes in task instance context (#5654)

• [AIRFLOW-4880] Add success, failure and fail_on_empty params to SqlSensor (#5488)

• [AIRFLOW-3617] Add gpu limits option in configurations for Kube executor and pod (#5643)

• [AIRFLOW-4998] Run multiple queries in BigQueryOperator (#5619)

• [AIRFLOW-4929] Improve display of JSON Variables in UI (#5641)

• [AIRFLOW-4959] Add .hql support for the DataProcHiveOperator (#5591)

• [AIRFLOW-4962] Fix Werkzeug v0.15 deprecation notice for DispatcherMiddleware import (#5595)

• [AIRFLOW-4797] Improve performance and behaviour of zombie detection (#5511)

• [AIRFLOW-4911] Silence the FORBIDDEN errors from the KubernetesExecutor (#5547)

• [AIRFLOW-3495] Validate one of query and query_uri passed to DataProcSparkSqlOperator (#5510)

• [AIRFLOW-4925] Improve css style for Variables Import file field (#5552)

• [AIRFLOW-4906] Improve debugging for the SparkSubmitHook (#5542)

• [AIRFLOW-4904] unittest.cfg name and path can be overridden by setting $AIRFLOW_TEST_CONFIG (#5540)

• [AIRFLOW-4920] Use html.escape instead of cgi.escape to fix DeprecationWarning (#5551)

• [AIRFLOW-4919] DataProcJobBaseOperator dataproc_*_properties templated (#5555)

• [AIRFLOW-4478] Lazily instantiate default resources objects. (#5259)

• [AIRFLOW-4564] AzureContainerInstance bugfixes and improvements (#5319)

• [AIRFLOW-4237] Including Try Number of Task in Gantt Chart (#5037)

• [AIRFLOW-4862] Allow directly using IP address as hostname for webserver logs (#5501)

• [AIRFLOW-4857] Add templated fields to SlackWebhookOperator (#5490)

• [AIRFLOW-3502] Add Celery config option for setting “pool” (#4308)

• [AIRFLOW-3217] Button to toggle line wrapping in log and code views (#4277)

• [AIRFLOW-4491] Add a “Jump to end” button for logs (#5266)

• [AIRFLOW-4422] Pool utilization stats (#5453)

• [AIRFLOW-4805] Add py_file as templated field in DataflowPythonOperator (#5451)

• [AIRFLOW-4838] Surface Athena errors in AWSAthenaOperator (#5467)

• [AIRFLOW-4831] conf.has_option no longer throws if section is missing. (#5455)

• [AIRFLOW-4829] More descriptive exceptions for EMR sensors (#5452)

• [AIRFLOW-4414] AWSAthenaOperator: Push QueryExecutionID to XCom (#5276)

• [AIRFLOW-4791] add “schema” keyword arg to SnowflakeOperator (#5415)

• [AIRFLOW-4759] Don’t error when marking successful run as failed (#5435)

• [AIRFLOW-4716] Instrument dag loading time duration (#5350)

• [AIRFLOW-3958] Support list tasks as upstream in chain (#4779)

• [AIRFLOW-4409] Prevent task duration break by null value (#5178)

• [AIRFLOW-4418] Add “failed only” option to task modal (#5193)

• [AIRFLOW-4740] Accept string end_date in DAG default_args (#5381)

• [AIRFLOW-4423] Improve date handling in mysql to gcs operator. (#5196)

• [AIRFLOW-4447] Display task duration as human friendly format in UI (#5218)

• [AIRFLOW-4377] Remove needless object conversion in DAG.owner() (#5144)

• [AIRFLOW-4766] Add autoscaling option for DataprocClusterCreateOperator (#5425)

• [AIRFLOW-4795] Upgrade alembic to latest release. (#5411)

• [AIRFLOW-4793] Add signature_name to mlengine operator (#5417)

• [AIRFLOW-3211] Reattach to GCP Dataproc jobs upon Airflow restart (#4083)

• [AIRFLOW-4750] Log identified zombie task instances (#5389)

• [AIRFLOW-3870] STFPOperator: Update log level and return value (#4355)

• [AIRFLOW-4759] Batch queries in set_state API. (#5403)

• [AIRFLOW-2737] Restore original license header to airflow.api.auth.backend.kerberos_auth

• [AIRFLOW-3635] Fix incorrect logic in delete_dag (introduced in PR#4406) (#4445)

• [AIRFLOW-3599] Removed Dagbag from delete dag (#4406)

• [AIRFLOW-4737] Increase and document celery queue name limit (#5383)

• [AIRFLOW-4505] Correct Tag ALL for PY3 (#5275)

• [AIRFLOW-4743] Add environment variables support to SSHOperator (#5385)

• [AIRFLOW-4725] Fix setup.py PEP440 & Sphinx-PyPI-upload dependency (#5363)

• [AIRFLOW-3370] Add stdout output options to Elasticsearch task log handler (#5048)

• [AIRFLOW-4396] Provide a link to external Elasticsearch logs in UI. (#5164)

• [AIRFLOW-1381] Allow setting host temporary directory in DockerOperator (#5369)

• [AIRFLOW-4598] Task retries are not exhausted for K8s executor (#5347)

• [AIRFLOW-4218] Support to Provide http args to K8executor while calling k8 Python client lib apis (#5060)

• [AIRFLOW-4159] Add support for additional static pod labels for K8sExecutor (#5134)

• [AIRFLOW-4720] Allow comments in .airflowignore files. (#5355)

• [AIRFLOW-4486] Add AWS IAM authentication in MySqlHook (#5334)

• [AIRFLOW-4417] Add AWS IAM authentication for PostgresHook (#5223)

• [AIRFLOW-3990] Compile regular expressions. (#4813)

• [AIRFLOW-4572] Rename prepare_classpath() to prepare_syspath() (#5328)

• [AIRFLOW-3869] Raise consistent exception in AirflowConfigParser.getboolean (#4692)

• [AIRFLOW-4571] Add headers to templated field for SimpleHttpOperator (#5326)

• [AIRFLOW-3867] Rename GCP’s subpackage (#4690)

• [AIRFLOW-3725] Add private_key to bigquery_hook get_pandas_df (#4549)

• [AIRFLOW-4546] Upgrade google-cloud-bigtable. (#5307)

• [AIRFLOW-4519] Optimise operator classname sorting in views (#5282)

• [AIRFLOW-4503] Support fully pig options (#5271)

• [AIRFLOW-4468] add sql_alchemy_max_overflow parameter (#5249)

• [AIRFLOW-4467] Add dataproc_jars to templated fields in Dataproc oper… (#5248)

• [AIRFLOW-4381] Use get_direct_relative_ids get task relatives (#5147)

• [AIRFLOW-3624] Add masterType parameter to MLEngineTrainingOperator (#4428)

• [AIRFLOW-3143] Support Auto-Zone in DataprocClusterCreateOperator (#5169)

• [AIRFLOW-3874] Improve BigQueryHook.run_with_configuration’s location support (#4695)

• [AIRFLOW-4399] Avoid duplicated os.path.isfile() check in models.dagbag (#5165)

• [AIRFLOW-4031] Allow for key pair auth in snowflake hook (#4875)

• [AIRFLOW-3901] add role as optional config parameter for SnowflakeHook (#4721)

• [AIRFLOW-3455] add region in snowflake connector (#4285)

• [AIRFLOW-4073] add template_ext for AWS Athena operator (#4907)

• [AIRFLOW-4093] AWSAthenaOperator: Throw exception if job failed/cancelled/reach max retries (#4919)

• [AIRFLOW-4356] Add extra RuntimeEnvironment keys to DataFlowHook (#5149)

• [AIRFLOW-4337] Fix docker-compose deprecation warning in CI (#5119)

• [AIRFLOW-3603] QuboleOperator: Remove SQLCommand from SparkCmd documentation (#4411)

• [AIRFLOW-4328] Fix link to task instances from Pool page (#5124)

• [AIRFLOW-4255] Make GCS Hook Backwards compatible (#5089)

• [AIRFLOW-4103] Allow uppercase letters in dataflow job names (#4925)

• [AIRFLOW-4255] Replace Discovery based api with client based for GCS (#5054)

• [AIRFLOW-4311] Remove sleep in localexecutor (#5096)

• [AIRFLOW-2836] Minor improvement-contrib.sensors.FileSensor (#3674)

• [AIRFLOW-4104] Add type annotations to common classes. (#4926)

• [AIRFLOW-3910] Raise exception explicitly in Connection.get_hook() (#4728)

• [AIRFLOW-3322] Update QuboleHook to fetch args dynamically from qds_sdk (#4165)

• [AIRFLOW-4565] instrument celery executor (#5321)

• [AIRFLOW-4573] Import airflow_local_settings after prepare_classpath (#5330)

• [AIRFLOW-4448] Don’t bake ENV and _cmd into tmp config for non-sudo (#4050)

• [AIRFLOW-4295] Make method attribute case insensitive in HttpHook (#5313)

• [AIRFLOW-3703] Add dnsPolicy option for KubernetesPodOperator (#4520)

• [AIRFLOW-3057] add prev_*_date_success to template context (#5372)

• [AIRFLOW-4336] Stop showing entire GCS files bytes in log for gcs_download_operator (#5151)

• [AIRFLOW-4528] Cancel DataProc task on timeout (#5293)

Bug fixes

• [AIRFLOW-5089] Change version requirement on google-cloud-spanner to work around version incompatibility (#5703)

• [AIRFLOW-4289] fix spark_binary argument being ignored in SparkSubmitHook (#5564)

• [AIRFLOW-5075] Let HttpHook handle connections with empty host fields (#5686)

• [AIRFLOW-4822] Fix bug where parent-dag task instances are wrongly cleared when using subdags (#5444)

• [AIRFLOW-5050] Correctly delete FAB permission m2m objects in airflow sync_perms (#5679)

• [AIRFLOW-5030] fix env var expansion for config key contains __ (#5650)

• [AIRFLOW-4590] changing log level to be proper library to suppress warning in WinRM (#5337)

• [AIRFLOW-4451] Allow named tuples to be templated (#5673)

• [AIRFLOW-XXX] Fix bug where Kube pod limits were not applied (requests were, but not limits) (#5657)

• [AIRFLOW-4775] Fix incorrect parameter order in GceHook (#5613)

• [AIRFLOW-4995] Fix DB initialisation on MySQL >=8.0.16 (#5614)

• [AIRFLOW-4934] Fix ProxyFix due to Werkzeug upgrade (#5563) (#5571)

• [AIRFLOW-4136] fix key_file of hook is overwritten by SSHHook connection (#5558)

• [AIRFLOW-4587] Replace self.conn with self.get_conn() in AWSAthenaHook (#5545)

• [AIRFLOW-1740] Fix xcom creation and update via UI (#5530) (#5531)

• [AIRFLOW-4900] Resolve incompatible version of Werkzeug (#5535)

• [AIRFLOW-4510] Don’t mutate default_args during DAG initialization (#5277)

• [AIRFLOW-3360] Make the DAGs search respect other querystring parameters with url-search-params-polyfill for IE support (#5503)

• [AIRFLOW-4896] Make KubernetesExecutorConfig’s default args immutable (#5534)

• [AIRFLOW-4494] Remove shell=True in DaskExecutor (#5273)

• [AIRFLOW-4890] Fix Log link in TaskInstance’s View for Non-RBAC (#5525)

• [AIRFLOW-4892] Fix connection creation via UIs (#5527)

• [AIRFLOW-4406] Fix a method name typo: NullFernet.decrpyt to decrypt (#5509)

• [AIRFLOW-4849] Add gcp_conn_id to cloudsqldatabehook class to use correctly CloudSqlProxyRunner class (#5478)

• [AIRFLOW-4769] Pass gcp_conn_id to BigtableHook (#5445)

• [AIRFLOW-4524] Fix incorrect field names in view for Mark Success/Failure (#5486)

• [AIRFLOW-3671] Remove arg replace of MongoToS3Operator from kwargs (#4480)

• [AIRFLOW-4845] Fix bug where runAsUser 0 doesn’t get set in k8s security context (#5474)

• [AIRFLOW-4354] Fix exception in “between” date filter in classic UI (#5480)

• [AIRFLOW-4587] Replace self.conn with self.get_conn() in AWSAthenaHook (#5462)

• [AIRFLOW-4516] K8s runAsUser and fsGroup cannot be strings (#5429)

• [AIRFLOW-4298] Stop Scheduler repeatedly warning “connection invalidated” (#5470)

• [AIRFLOW-4559] JenkinsJobTriggerOperator bugfix (#5318)

• [AIRFLOW-4841] Pin Sphinx AutoApi to 1.0.0 (#5468)

• [AIRFLOW-4479] Include s3_overwrite kwarg in load_bytes method (#5312)

• [AIRFLOW-3746] Fix DockerOperator missing container exit (#4583)

• [AIRFLOW-4233] Remove Template Extension from Bq to GCS Operator (#5456)

• [AIRFLOW-2141][AIRFLOW-3157][AIRFLOW-4170] Serialize non-str value by JSON when importing Variables (#4991)

• [AIRFLOW-4826] Remove warning from airflow resetdb command (#5447)

• [AIRFLOW-4148] Fix editing DagRuns when clicking state column (#5436)

• [AIRFLOW-4455] dag_details broken for subdags in RBAC UI (#5234)

• [AIRFLOW-2955] Fix kubernetes pod operator to set requests and limits on task pods (#4551)

• [AIRFLOW-4459] Fix wrong DAG count in /home page when DAG count is zero (#5235)

• [AIRFLOW-3876] AttributeError: module distutils has no attribute ‘util’

• [AIRFLOW-4146] Fix CgroupTaskRunner errors (#5224)

• [AIRFLOW-4524] Fix bug with “Ignore *” toggles in RBAC mode (#5378)

• [AIRFLOW-4765] Fix DataProcPigOperator execute method (#5426)

• [AIRFLOW-4798] Obviate interdependencies for dagbag and TI tests (#5422)

• [AIRFLOW-4800] Fix GKEClusterHook ctor calls (#5424)

• [AIRFLOW-4799] Don’t mutate self.env in BashOperator execute method (#5421)

• [AIRFLOW-4393] Add retry logic when fetching pod status and/or logs in KubernetesPodOperator (#5284)

• [AIRFLOW-4174] Fix HttpHook run with backoff (#5213)

• [AIRFLOW-4463] Handle divide-by-zero errors in short retry intervals (#5243)

• [AIRFLOW-2614] Speed up trigger_dag API call when lots of DAGs in system

• [AIRFLOW-4756] add ti.state to ti.start_date as criteria for gantt (#5399)

• [AIRFLOW-4760] Fix zip-packaged DAGs disappearing from DagBag when reloaded (#5404)

• [AIRFLOW-4731] Fix GCS hook with google-storage-client 1.16 (#5368)

• [AIRFLOW-3506] use match_phrase to query log_id in elasticsearch (#4342)

• [AIRFLOW-4084] fix ElasticSearch log download (#5177)

• [AIRFLOW-4501] Register pendulum datetime converter for sqla+pymysql (#5190)

• [AIRFLOW-986] HiveCliHook ignores ‘proxy_user’ value in a connection’s extra parameter (#5305)

• [AIRFLOW-4442] fix hive_tblproperties in HiveToDruidTransfer (#5211)

• [AIRFLOW-4557] Add gcp_conn_id parameter to get_sqlproxy_runner() of CloudSqlDatabaseHook (#5314)

• [AIRFLOW-4545] Upgrade FAB to latest version (#4955)

• [AIRFLOW-4492] Change Dataproc Cluster operators to poll Operations (#5269)

• [AIRFLOW-4452] Webserver and Scheduler keep crashing because of slackclient update (#5225)

• [AIRFLOW-4450] Fix request arguments in has_dag_access (#5220)

• [AIRFLOW-4434] Support Impala with the HiveServer2Hook (#5206)

• [AIRFLOW-3449] Write local dag parsing logs when remote logging enabled. (#5175)

• [AIRFLOW-4300] Fix graph modal call when DAG has not yet run (#5185)

• [AIRFLOW-4401] Use managers for Queue synchronization (#5200)

• [AIRFLOW-3626] Fixed triggering DAGs contained within zip files (#4439)

• [AIRFLOW-3720] Fix mismatch while comparing GCS and S3 files (#4766)

• [AIRFLOW-4403] search by dag_id or owners in UI (#5184)

• [AIRFLOW-4308] Fix TZ-loop around DST on Python 3.6+ (#5095)

• [AIRFLOW-4324] fix DAG fuzzy search in RBAC UI (#5131)

• [AIRFLOW-4297] Temporary hot fix on manage_slas() for 1.10.4 release (#5150)

• [AIRFLOW-4299] Upgrade to Celery 4.3.0 to fix crashing workers (#5116)

• [AIRFLOW-4291] Correctly render doc_md in DAG graph page (#5121)

• [AIRFLOW-4310] Fix incorrect link on Dag Details page (#5122)

• [AIRFLOW-4331] Correct filter for Null-state runs from Dag Detail page (#5123)

• [AIRFLOW-4294] Fix missing dag & task runs in UI dag_id contains a dot (#5111)

• [AIRFLOW-4332] Upgrade sqlalchemy to remove security Vulnerability (#5113)

• [AIRFLOW-4312] Add template_fields & template_ext to BigQueryCheckO… (#5097)

• [AIRFLOW-4293] Fix downgrade in d4ecb8fbee3_add_schedule_interval_to_dag.py (#5086)

• [AIRFLOW-4267] Fix TI duration in Graph View (#5071)

• [AIRFLOW-4163] IntervalCheckOperator supports relative diff and not ignore 0 (#4983)

• [AIRFLOW-3938] QuboleOperator Fixes and Support for SqlCommand (#4832)

• [AIRFLOW-2903] Change default owner to airflow (#4151)

• [AIRFLOW-4136] Fix overwrite of key_file by constructor (#5155)

• [AIRFLOW-3241] Remove Invalid template ext in GCS Sensors (#4076)

Misc/Internal

• [AIRFLOW-4338] Change k8s pod_request_factory to use yaml safe_load (#5120)

• [AIRFLOW-4869] Reorganize sql to gcs operators. (#5504)

• [AIRFLOW-5021] move gitpython into setup_requires (#5640)

• [AIRFLOW-4583] Fixes type error in GKEPodOperator (#5612)

• [AIRFLOW-4116] Dockerfile now supports CI image build on DockerHub (#4937)

• [AIRFLOW-4115] Multi-staging Airflow Docker image (#4936)

• [AIRFLOW-4963] Avoid recreating task context (#5596)

• [AIRFLOW-4865] Add context manager to set temporary config values in tests. (#5569)

• [AIRFLOW-4937] Fix lodash security issue with version below 4.17.13 (#5572) (used only in build-pipeline, not runtime)

• [AIRFLOW-4868] Fix typo in kubernetes/docker/build.sh (#5505)

• [AIRFLOW-4211] Add tests for WebHDFSHook (#5015)

• [AIRFLOW-4320] Add tests for SegmentTrackEventOperator (#5104)

• [AIRFLOW-4319] Add tests for Bigquery related Operators (#5101)

• [AIRFLOW-4014] Change DatastoreHook and add tests (#4842)

• [AIRFLOW-4322] Add test for VerticaOperator (#5107)

• [AIRFLOW-4323] Add 2 tests for WinRMOperator (#5108)

• [AIRFLOW-3677] Improve CheckOperator test coverage (#4756)

• [AIRFLOW-4659] Fix pylint problems for api module (#5398)

• [AIRFLOW-4358] Speed up test_jobs by not running tasks (#5162)

• [AIRFLOW-4394] Don’t test behaviour of BackfillJob from CLI tests (#5160)

• [AIRFLOW-3471] Move XCom out of models.py (#4629)

• [AIRFLOW-4379] Remove duplicate code & Add validation in gcs_to_gcs.py (#5145)

• [AIRFLOW-4259] Move models out of models.py (#5056)

• [AIRFLOW-XXX] Speed up building of Cassanda module on Travis (#5233)

• [AIRFLOW-4535] Break jobs.py into multiple files (#5303)

• [AIRFLOW-1464] Batch update task_instance state (#5323)

• [AIRFLOW-4554] Test for sudo command, add some other test docs (#5310)

• [AIRFLOW-4419] Refine concurrency check in scheduler (#5194)

• [AIRFLOW-4269] Minor acceleration of jobs._process_task_instances() (#5076)

• [AIRFLOW-4341] Remove View.render() already exists in fab.BaseView (#5125)

• [AIRFLOW-4342] Use @cached_property instead of re-implementing it each time (#5126)

• [AIRFLOW-4256] Remove noqa from migrations (#5055)

• [AIRFLOW-4034] Remove unnecessary string formatting with **locals() (#4861)

• [AIRFLOW-3944] Remove code smells (#4762)

Doc-only changes

• [AIRFLOW-XXX] Add missing doc for annotations param of KubernetesPodOperator (#5666)

• [AIRFLOW-XXX] Fix typos in CONTRIBUTING.md (#5626)

• [AIRFLOW-XXX] Correct BaseSensorOperator docs (#5562)

• [AIRFLOW-4926] Fix example dags where its start_date is datetime.utcnow() (#5553)

• [AIRFLOW-4860] Remove Redundant Information in Example Dags (#5497)

• [AIRFLOW-4767] Fix errors in the documentation of Dataproc Operator (#5487)

• [AIRFLOW-1684] Branching based on XCom variable (Docs) (#4365)

• [AIRFLOW-3341] FAQ return DAG object example (#4605)

• [AIRFLOW-4433] Add missing type in DockerOperator doc string (#5205)

• [AIRFLOW-4321] Replace incorrect info of Max Size limit of GCS Object Size (#5106)

• [AIRFLOW-XXX] Add information about user list (#5341)

• [AIRFLOW-XXX] Clarify documentation related to autodetect parameter in GCS_to_BQ Op (#5294)

• [AIRFLOW-XXX] Remove mention of pytz compatibility from timezone documentation (#5316)

• [AIRFLOW-XXX] Add missing docs for GoogleCloudStorageDeleteOperator (#5274)

• [AIRFLOW-XXX] Remove incorrect note about Scopes of GCP connection (#5242)

• [AIRFLOW-XXX] Fix mistakes in docs of Dataproc operators (#5192)

• [AIRFLOW-XXX] Link to correct class for timedelta in macros.rst (#5226)

• [AIRFLOW-XXX] Add Kamil as committer (#5216)

• [AIRFLOW-XXX] Add Joshua and Kevin as committer (#5207)

• [AIRFLOW-XXX] Reduce log spam in tests (#5174)

• [AIRFLOW-XXX] Speed up tests for PythonSensor (#5158)

• [AIRFLOW-XXX] Add Bas Harenslak to committer list (#5157)

• [AIRFLOW-XXX] Add Jarek Potiuk to committer list (#5132)

• [AIRFLOW-XXX] Update docstring for SchedulerJob (#5105)

• [AIRFLOW-XXX] Fix docstrings for CassandraToGoogleCloudStorageOperator (#5103)

• [AIRFLOW-XXX] update SlackWebhookHook and SlackWebhookOperator docstring (#5074)

• [AIRFLOW-XXX] Ignore Python files under node_modules in docs (#5063)

• [AIRFLOW-XXX] Build a universal wheel with LICNESE files (#5052)

• [AIRFLOW-XXX] Fix docstrings of SQSHook (#5099)

• [AIRFLOW-XXX] Use Py3.7 on readthedocs

• [AIRFLOW-4446] Fix typos (#5217)

Airflow 1.10.3 (2019-04-09)

Significant Changes

New dag_discovery_safe_mode config option

If dag_discovery_safe_mode is enabled, only check files for DAGs if they contain the strings “airflow” and “DAG”. For backwards compatibility, this option is enabled by default.

RedisPy dependency updated to v3 series

If you are using the Redis Sensor or Hook you may have to update your code. See redis-py porting instructions to check if your code might be affected (MSET, MSETNX, ZADD, and ZINCRBY all were, but read the full doc).

SLUGIFY_USES_TEXT_UNIDECODE or AIRFLOW_GPL_UNIDECODE no longer required

It is no longer required to set one of the environment variables to avoid a GPL dependency. Airflow will now always use text-unidecode if unidecode was not installed before.

New sync_parallelism config option in [celery] section

The new sync_parallelism config option will control how many processes CeleryExecutor will use to fetch celery task state in parallel. Default value is max(1, number of cores - 1)

Rename of BashTaskRunner to StandardTaskRunner

BashTaskRunner has been renamed to StandardTaskRunner. It is the default task runner so you might need to update your config.

task_runner = StandardTaskRunner

Modification to config file discovery

If the AIRFLOW_CONFIG environment variable was not set and the ~/airflow/airflow.cfg file existed, airflow previously used ~/airflow/airflow.cfg instead of $AIRFLOW_HOME/airflow.cfg. Now airflow will discover its config file using the $AIRFLOW_CONFIG and $AIRFLOW_HOME environment variables rather than checking for the presence of a file.

Changes in Google Cloud related operators

Most GCP-related operators have now optional PROJECT_ID parameter. In case you do not specify it, the project id configured in GCP Connection is used. There will be an AirflowException thrown in case PROJECT_ID parameter is not specified and the connection used has no project id defined. This change should be backwards compatible as earlier version of the operators had PROJECT_ID mandatory.

Operators involved:

• GCP Compute Operators

  • GceInstanceStartOperator

  • GceInstanceStopOperator

  • GceSetMachineTypeOperator

• GCP Function Operators

  • GcfFunctionDeployOperator

• GCP Cloud SQL Operators

  • CloudSqlInstanceCreateOperator

  • CloudSqlInstancePatchOperator

  • CloudSqlInstanceDeleteOperator

  • CloudSqlInstanceDatabaseCreateOperator

  • CloudSqlInstanceDatabasePatchOperator

  • CloudSqlInstanceDatabaseDeleteOperator

Other GCP operators are unaffected.

Changes in Google Cloud related hooks

The change in GCP operators implies that GCP Hooks for those operators require now keyword parameters rather than positional ones in all methods where project_id is used. The methods throw an explanatory exception in case they are called using positional parameters.

Hooks involved:

• GceHook

• GcfHook

• CloudSqlHook

Other GCP hooks are unaffected.

Changed behaviour of using default value when accessing variables

It’s now possible to use None as a default value with the default_var parameter when getting a variable, e.g.

foo = Variable.get("foo", default_var=None)
if foo is None:
    handle_missing_foo()

(Note: there is already Variable.setdefault() which me be helpful in some cases.)

This changes the behaviour if you previously explicitly provided None as a default value. If your code expects a KeyError to be thrown, then don’t pass the default_var argument.

Removal of airflow_home config setting

There were previously two ways of specifying the Airflow “home” directory (~/airflow by default): the AIRFLOW_HOME environment variable, and the airflow_home config setting in the [core] section.

If they had two different values different parts of the code base would end up with different values. The config setting has been deprecated, and you should remove the value from the config file and set AIRFLOW_HOME environment variable if you need to use a non default value for this.

(Since this setting is used to calculate what config file to load, it is not possible to keep just the config option)

Change of two methods signatures in GCPTransferServiceHook

The signature of the create_transfer_job method in GCPTransferServiceHook class has changed. The change does not change the behavior of the method.

Old signature:

def create_transfer_job(self, description, schedule, transfer_spec, project_id=None):
    ...

New signature:

def create_transfer_job(self, body):
    ...

It is necessary to rewrite calls to method. The new call looks like this:

body = {
    "status": "ENABLED",
    "projectId": project_id,
    "description": description,
    "transferSpec": transfer_spec,
    "schedule": schedule,
}
gct_hook.create_transfer_job(body)

The change results from the unification of all hooks and adjust to the official recommendations for the Google Cloud.

The signature of wait_for_transfer_job method in GCPTransferServiceHook has changed.

Old signature:

def wait_for_transfer_job(self, job):
    ...

New signature:

def wait_for_transfer_job(
    self, job, expected_statuses=(GcpTransferOperationStatus.SUCCESS,)
):
    ...

The behavior of wait_for_transfer_job has changed:

Old behavior:

wait_for_transfer_job would wait for the SUCCESS status in specified jobs operations.

New behavior:

You can now specify an array of expected statuses. wait_for_transfer_job now waits for any of them.

The default value of expected_statuses is SUCCESS so that change is backwards compatible.

Moved two classes to different modules

The class GoogleCloudStorageToGoogleCloudStorageTransferOperator has been moved from airflow.contrib.operators.gcs_to_gcs_transfer_operator to airflow.contrib.operators.gcp_transfer_operator

the class S3ToGoogleCloudStorageTransferOperator has been moved from airflow.contrib.operators.s3_to_gcs_transfer_operator to airflow.contrib.operators.gcp_transfer_operator

The change was made to keep all the operators related to GCS Transfer Services in one file.

The previous imports will continue to work until Airflow 2.0

Fixed typo in –driver-class-path in SparkSubmitHook

The driver_classapth argument to SparkSubmit Hook and Operator was generating --driver-classpath on the spark command line, but this isn’t a valid option to spark.

The argument has been renamed to driver_class_path and the option it generates has been fixed.

New Feature

• [AIRFLOW-4232] Add none_skipped trigger rule (#5032)

• [AIRFLOW-3971] Add Google Cloud Natural Language operators (#4980)

• [AIRFLOW-4069] Add Opsgenie Alert Hook and Operator (#4903)

• [AIRFLOW-3552] Fix encoding issue in ImapAttachmentToS3Operator (#5040)

• [AIRFLOW-3552] Add ImapAttachmentToS3Operator (#4476)

• [AIRFLOW-1526] Add dingding hook and operator (#4895)

• [AIRFLOW-3490] Add BigQueryHook’s Ability to Patch Table/View (#4299)

• [AIRFLOW-3918] Add SSH private-key support to git-sync for KubernetesExecutor (#4777)

• [AIRFLOW-3659] Create Google Cloud Transfer Service Operators (#4792)

• [AIRFLOW-3939] Add Google Cloud Translate operator (#4755)

• [AIRFLOW-3541] Add Avro logical type conversion to bigquery hook (#4553)

• [AIRFLOW-4106] instrument staving tasks in pool (#4927)

• [AIRFLOW-2568] Azure Container Instances operator (#4121)

• [AIRFLOW-4107] instrument executor (#4928)

• [AIRFLOW-4033] record stats of task duration (#4858)

• [AIRFLOW-3892] Create Redis pub sub sensor (#4712)

• [AIRFLOW-4124] add get_table and get_table_location in aws_glue_hook and tests (#4942)

• [AIRFLOW-1262] Adds missing docs for email configuration (#4557)

• [AIRFLOW-3701] Add Google Cloud Vision Product Search operators (#4665)

• [AIRFLOW-3766] Add support for kubernetes annotations (#4589)

• [AIRFLOW-3741] Add extra config to Oracle hook (#4584)

• [AIRFLOW-1262] Allow configuration of email alert subject and body (#2338)

• [AIRFLOW-2985] Operators for S3 object copying/deleting (#3823)

• [AIRFLOW-2993] s3_to_sftp and sftp_to_s3 operators (#3828)

• [AIRFLOW-3799] Add compose method to GoogleCloudStorageHook (#4641)

• [AIRFLOW-3218] add support for poking a whole DAG (#4058)

• [AIRFLOW-3315] Add ImapAttachmentSensor (#4161)

• [AIRFLOW-3556] Add cross join set dependency function (#4356)

Improvement

• [AIRFLOW-3823] Exclude branch’s downstream tasks from the tasks to skip (#4666)

• [AIRFLOW-3274] Add run_as_user and fs_group options for Kubernetes (#4648)

• [AIRFLOW-4247] Template Region on the DataprocOperators (#5046)

• [AIRFLOW-4008] Add envFrom for Kubernetes Executor (#4952)

• [AIRFLOW-3947] Flash msg for no DAG-level access error (#4767)

• [AIRFLOW-3287] Moving database clean-up code into the CoreTest.tearDown() (#4122)

• [AIRFLOW-4058] Name models test file to get automatically picked up (#4901)

• [AIRFLOW-3830] Remove DagBag from /dag_details (#4831)

• [AIRFLOW-3596] Clean up undefined template variables. (#4401)

• [AIRFLOW-3573] Remove DagStat table (#4378)

• [AIRFLOW-3623] Fix bugs in Download task logs (#5005)

• [AIRFLOW-4173] Improve SchedulerJob.process_file() (#4993)

• [AIRFLOW-3540] Warn if old airflow.cfg file is found (#5006)

• [AIRFLOW-4000] Return response when no file (#4822)

• [AIRFLOW-3383] Rotate fernet keys. (#4225)

• [AIRFLOW-3003] Pull the krb5 image instead of building (#3844)

• [AIRFLOW-3862] Check types with mypy. (#4685)

• [AIRFLOW-251] Add option SQL_ALCHEMY_SCHEMA parameter to specify schema for metadata (#4199)

• [AIRFLOW-1814] Temple PythonOperator {op_args,op_kwargs} fields (#4691)

• [AIRFLOW-3730] Standarization use of logs mechanisms (#4556)

• [AIRFLOW-3770] Validation of documentation on CI] (#4593)

• [AIRFLOW-3866] Run docker-compose pull silently in CI (#4688)

• [AIRFLOW-3685] Move licence header check (#4497)

• [AIRFLOW-3670] Add stages to Travis build (#4477)

• [AIRFLOW-3937] KubernetesPodOperator support for envFrom configMapRef and secretRef (#4772)

• [AIRFLOW-3408] Remove outdated info from Systemd Instructions (#4269)

• [AIRFLOW-3202] add missing documentation for AWS hooks/operator (#4048)

• [AIRFLOW-3908] Add more Google Cloud Vision operators (#4791)

• [AIRFLOW-2915] Add example DAG for GoogleCloudStorageToBigQueryOperator (#3763)

• [AIRFLOW-3062] Add Qubole in integration docs (#3946)

• [AIRFLOW-3288] Add SNS integration (#4123)

• [AIRFLOW-3148] Remove unnecessary arg “parameters” in RedshiftToS3Transfer (#3995)

• [AIRFLOW-3049] Add extra operations for Mongo hook (#3890)

• [AIRFLOW-3559] Add missing options to DatadogHook. (#4362)

• [AIRFLOW-1191] Simplify override of spark submit command. (#4360)

• [AIRFLOW-3155] Add ability to filter by a last modified time in GCS Operator (#4008)

• [AIRFLOW-2864] Fix docstrings for SubDagOperator (#3712)

• [AIRFLOW-4062] Improve docs on install extra package commands (#4966)

• [AIRFLOW-3743] Unify different methods of working out AIRFLOW_HOME (#4705)

• [AIRFLOW-4002] Option to open debugger on errors in airflow test. (#4828)

• [AIRFLOW-3997] Extend Variable.get so it can return None when var not found (#4819)

• [AIRFLOW-4009] Fix docstring issue in GCSToBQOperator (#4836)

• [AIRFLOW-3980] Unify logger (#4804)

• [AIRFLOW-4076] Correct port type of beeline_default in init_db (#4908)

• [AIRFLOW-4046] Add validations for poke_interval & timeout for Sensor (#4878)

• [AIRFLOW-3744] Abandon the use of obsolete aliases of methods (#4568)

• [AIRFLOW-3865] Add API endpoint to get Python code of dag by id (#4687)

• [AIRFLOW-3516] Support to create k8 worker pods in batches (#4434)

• [AIRFLOW-2843] Add flag in ExternalTaskSensor to check if external DAG/task exists (#4547)

• [AIRFLOW-2224] Add support CSV files in MySqlToGoogleCloudStorageOperator (#4738)

• [AIRFLOW-3895] GoogleCloudStorageHook/Op create_bucket takes optional resource params (#4717)

• [AIRFLOW-3950] Improve AirflowSecurityManager.update_admin_perm_view (#4774)

• [AIRFLOW-4006] Make better use of Set in AirflowSecurityManager (#4833)

• [AIRFLOW-3917] Specify alternate kube config file/context when running out of cluster (#4859)

• [AIRFLOW-3911] Change Harvesting DAG parsing results to DEBUG log level (#4729)

• [AIRFLOW-3584] Use ORM DAGs for index view. (#4390)

• [AIRFLOW-2821] Refine Doc “Plugins” (#3664)

• [AIRFLOW-3561] Improve queries (#4368)

• [AIRFLOW-3600] Remove dagbag from trigger (#4407)

• [AIRFLOW-3713] Updated documentation for GCP optional project_id (#4541)

• [AIRFLOW-2767] Upgrade gunicorn to 19.5.0 to avoid moderate-severity CVE (#4795)

• [AIRFLOW-3795] provide_context param is now used (#4735)

• [AIRFLOW-4012] Upgrade tabulate to 0.8.3 (#4838)

• [AIRFLOW-3623] Support download logs by attempts from UI (#4425)

• [AIRFLOW-2715] Use region setting when launching Dataflow templates (#4139)

• [AIRFLOW-3932] Update unit tests and documentation for safe mode flag. (#4760)

• [AIRFLOW-3932] Optionally skip dag discovery heuristic. (#4746)

• [AIRFLOW-3258] K8S executor environment variables section. (#4627)

• [AIRFLOW-3931] set network, subnetwork when launching dataflow template (#4744)

• [AIRFLOW-4095] Add template_fields for S3CopyObjectOperator & S3DeleteObjectsOperator (#4920)

• [AIRFLOW-2798] Remove needless code from models.py

• [AIRFLOW-3731] Constrain mysqlclient to <1.4 (#4558)

• [AIRFLOW-3139] include parameters into log.info in SQL operators, if any (#3986)

• [AIRFLOW-3174] Refine Docstring for SQL Operators & Hooks (#4043)

• [AIRFLOW-3933] Fix various typos (#4747)

• [AIRFLOW-3905] Allow using “parameters” in SqlSensor (#4723)

• [AIRFLOW-2761] Parallelize enqueue in celery executor (#4234)

• [AIRFLOW-3540] Respect environment config when looking up config file. (#4340)

• [AIRFLOW-2156] Parallelize Celery Executor task state fetching (#3830)

• [AIRFLOW-3702] Add backfill option to run backwards (#4676)

• [AIRFLOW-3821] Add replicas logic to GCP SQL example DAG (#4662)

• [AIRFLOW-3547] Fixed Jinja templating in SparkSubmitOperator (#4347)

• [AIRFLOW-3647] Add archives config option to SparkSubmitOperator (#4467)

• [AIRFLOW-3802] Updated documentation for HiveServer2Hook (#4647)

• [AIRFLOW-3817] Corrected task ids returned by BranchPythonOperator to match the dummy operator ids (#4659)

• [AIRFLOW-3782] Clarify docs around celery worker_autoscale in default_airflow.cfg (#4609)

• [AIRFLOW-1945] Add Autoscale config for Celery workers (#3989)

• [AIRFLOW-3590] Change log message of executor exit status (#4616)

• [AIRFLOW-3591] Fix start date, end date, duration for rescheduled tasks (#4502)

• [AIRFLOW-3709] Validate allowed_states for ExternalTaskSensor (#4536)

• [AIRFLOW-3522] Add support for sending Slack attachments (#4332)

• [AIRFLOW-3569] Add “Trigger DAG” button in DAG page (#4373)

• [AIRFLOW-3044] Dataflow operators accept templated job_name param (#3887)

• [AIRFLOW-3023] Fix docstring datatypes

• [AIRFLOW-2928] Use uuid4 instead of uuid1 (#3779)

• [AIRFLOW-2988] Run specifically python2 for dataflow (#3826)

• [AIRFLOW-3697] Vendorize nvd3 and slugify (#4513)

• [AIRFLOW-3692] Remove ENV variables to avoid GPL (#4506)

• [AIRFLOW-3907] Upgrade flask and set cookie security flags. (#4725)

• [AIRFLOW-3698] Add documentation for AWS Connection (#4514)

• [AIRFLOW-3616][AIRFLOW-1215] Add aliases for schema with underscore (#4523)

• [AIRFLOW-3375] Support returning multiple tasks with BranchPythonOperator (#4215)

• [AIRFLOW-3742] Fix handling of “fallback” for AirflowConfigParsxer.getint/boolean (#4674)

• [AIRFLOW-3742] Respect the fallback arg in airflow.configuration.get (#4567)

• [AIRFLOW-3789] Fix flake8 3.7 errors. (#4617)

• [AIRFLOW-3602] Improve ImapHook handling of retrieving no attachments (#4475)

• [AIRFLOW-3631] Update flake8 and fix lint. (#4436)

Bug fixes

• [AIRFLOW-4248] Fix FileExistsError makedirs race in file_processor_handler (#5047)

• [AIRFLOW-4240] State-changing actions should be POST requests (#5039)

• [AIRFLOW-4246] Flask-Oauthlib needs downstream dependencies pinning due to breaking changes (#5045)

• [AIRFLOW-3887] Downgrade dagre-d3 to 0.4.18 (#4713)

• [AIRFLOW-3419] Fix S3Hook.select_key on Python3 (#4970)

• [AIRFLOW-4127] Correct AzureContainerInstanceHook._get_instance_view’s return (#4945)

• [AIRFLOW-4172] Fix changes for driver class path option in Spark Submit (#4992)

• [AIRFLOW-3615] Preserve case of UNIX socket paths in Connections (#4591)

• [AIRFLOW-3417] ECSOperator: pass platformVersion only for FARGATE launch type (#4256)

• [AIRFLOW-3884] Fixing doc checker, no warnings allowed anymore and fixed the current… (#4702)

• [AIRFLOW-2652] implement / enhance baseOperator deepcopy

• [AIRFLOW-4001] Update docs about how to run tests (#4826)

• [AIRFLOW-3699] Speed up Flake8 (#4515)

• [AIRFLOW-4160] Fix redirecting of ‘Trigger Dag’ Button in DAG Page (#4982)

• [AIRFLOW-3650] Skip running on mysql for the flaky test (#4457)

• [AIRFLOW-3423] Fix mongo hook to work with anonymous access (#4258)

• [AIRFLOW-3982] Fix race condition in CI test (#4968)

• [AIRFLOW-3982] Update DagRun state based on its own tasks (#4808)

• [AIRFLOW-3737] Kubernetes executor cannot handle long dag/task names (#4636)

• [AIRFLOW-3945] Stop inserting row when permission views unchanged (#4764)

• [AIRFLOW-4123] Add Exception handling for _change_state method in K8 Executor (#4941)

• [AIRFLOW-3771] Minor refactor securityManager (#4594)

• [AIRFLOW-987] Pass kerberos cli args keytab and principal to kerberos.run() (#4238)

• [AIRFLOW-3736] Allow int value in SqoopOperator.extra_import_options(#4906)

• [AIRFLOW-4063] Fix exception string in BigQueryHook [2/2] (#4902)

• [AIRFLOW-4063] Fix exception string in BigQueryHook (#4899)

• [AIRFLOW-4037] Log response in SimpleHttpOperator even if the response check fails

• [AIRFLOW-4044] The documentation of query_params in BigQueryOperator is wrong. (#4876)

• [AIRFLOW-4015] Make missing API endpoints available in classic mode

• [AIRFLOW-3153] Send DAG processing stats to StatsD (#4748)

• [AIRFLOW-2966] Catch ApiException in the Kubernetes Executor (#4209)

• [AIRFLOW-4129] Escape HTML in generated tooltips (#4950)

• [AIRFLOW-4070] AirflowException -> log.warning for duplicate task dependencies (#4904)

• [AIRFLOW-4054] Fix assertEqualIgnoreMultipleSpaces util & add tests (#4886)

• [AIRFLOW-3239] Fix test recovery further (#4074)

• [AIRFLOW-4053] Fix KubePodOperator Xcom on Kube 1.13.0 (#4883)

• [AIRFLOW-2961] Refactor tests.BackfillJobTest.test_backfill_examples test (#3811)

• [AIRFLOW-3606] Fix Flake8 test & fix the Flake8 errors introduced since Flake8 test was broken (#4415)

• [AIRFLOW-3543] Fix deletion of DAG with rescheduled tasks (#4646)

• [AIRFLOW-2548] Output plugin import errors to web UI (#3930)

• [AIRFLOW-4019] Fix AWS Athena Sensor object has no attribute ‘mode’ (#4844)

• [AIRFLOW-3758] Fix circular import in WasbTaskHandler (#4601)

• [AIRFLOW-3706] Fix tooltip max-width by correcting ordering of CSS files (#4947)

• [AIRFLOW-4100] Correctly JSON escape data for tree/graph views (#4921)

• [AIRFLOW-3636] Fix a test introduced in #4425 (#4446)

• [AIRFLOW-3977] Add examples of trigger rules in doc (#4805)

• [AIRFLOW-2511] Fix improper failed session commit handling causing deadlocks (#4769)

• [AIRFLOW-3962] Added graceful handling for creation of dag_run of a dag which doesn’t have any task (#4781)

• [AIRFLOW-3881] Correct to_csv row number (#4699)

• [AIRFLOW-3875] Simplify SlackWebhookHook code and change docstring (#4696)

• [AIRFLOW-3733] Don’t raise NameError in HQL hook to_csv when no rows returned (#4560)

• [AIRFLOW-3734] Fix hql not run when partition is None (#4561)

• [AIRFLOW-3767] Correct bulk insert function (#4773)

• [AIRFLOW-4087] remove sudo in basetaskrunner on_finish (#4916)

• [AIRFLOW-3768] Escape search parameter in pagination controls (#4911)

• [AIRFLOW-4045] Fix hard-coded URLs in FAB-based UI (#4914)

• [AIRFLOW-3123] Use a stack for DAG context management (#3956)

• [AIRFLOW-3060] DAG context manager fails to exit properly in certain circumstances

• [AIRFLOW-3924] Fix try number in alert emails (#4741)

• [AIRFLOW-4083] Add tests for link generation utils (#4912)

• [AIRFLOW-2190] Send correct HTTP status for base_url not found (#4910)

• [AIRFLOW-4015] Add get_dag_runs GET endpoint to “classic” API (#4884)

• [AIRFLOW-3239] Enable existing CI tests (#4131)

• [AIRFLOW-1390] Update Alembic to 0.9 (#3935)

• [AIRFLOW-3885] Fix race condition in scheduler test (#4737)

• [AIRFLOW-3885] ~10x speed-up of SchedulerJobTest suite (#4730)

• [AIRFLOW-3780] Fix some incorrect when base_url is used (#4643)

• [AIRFLOW-3807] Fix Graph View Highlighting of Tasks (#4653)

• [AIRFLOW-3009] Import Hashable from collection.abc to fix Python 3.7 deprecation warning (#3849)

• [AIRFLOW-2231] Fix relativedelta DAG schedule_interval (#3174)

• [AIRFLOW-2641] Fix MySqlToHiveTransfer to handle MySQL DECIMAL correctly

• [AIRFLOW-3751] Option to allow malformed schemas for LDAP authentication (#4574)

• [AIRFLOW-2888] Add deprecation path for task_runner config change (#4851)

• [AIRFLOW-2930] Fix celery executor scheduler crash (#3784)

• [AIRFLOW-2888] Remove shell=True and bash from task launch (#3740)

• [AIRFLOW-3885] ~2.5x speed-up for backfill tests (#4731)

• [AIRFLOW-3885] ~20x speed-up of slowest unit test (#4726)

• [AIRFLOW-2508] Handle non string types in Operators templatized fields (#4292)

• [AIRFLOW-3792] Fix validation in BQ for useLegacySQL & queryParameters (#4626)

• [AIRFLOW-3749] Fix Edit Dag Run page when using RBAC (#4613)

• [AIRFLOW-3801] Fix DagBag collect dags invocation to prevent examples to be loaded (#4677)

• [AIRFLOW-3774] Register blueprints with RBAC web app (#4598)

• [AIRFLOW-3719] Handle StopIteration in CloudWatch logs retrieval (#4516)

• [AIRFLOW-3108] Define get_autocommit method for MsSqlHook (#4525)

• [AIRFLOW-3074] Add relevant ECS options to ECS operator. (#3908)

• [AIRFLOW-3353] Upgrade Redis client (#4834)

• [AIRFLOW-3250] Fix for Redis Hook for not authorised connection calls (#4090)

• [AIRFLOW-2009] Fix dataflow hook connection-id (#4563)

• [AIRFLOW-2190] Fix TypeError when returning 404 (#4596)

• [AIRFLOW-2876] Update Tenacity to 4.12 (#3723)

• [AIRFLOW-3923] Update flask-admin dependency to 1.5.3 to resolve security vulnerabilities from safety (#4739)

• [AIRFLOW-3683] Fix formatting of error message for invalid TriggerRule (#4490)

• [AIRFLOW-2787] Allow is_backfill to handle NULL DagRun.run_id (#3629)

• [AIRFLOW-3639] Fix request creation in Jenkins Operator (#4450)

• [AIRFLOW-3779] Don’t install enum34 backport when not needed (#4620)

• [AIRFLOW-3079] Improve migration scripts to support MSSQL Server (#3964)

• [AIRFLOW-2735] Use equality, not identity, check for detecting AWS Batch failures[]

• [AIRFLOW-2706] AWS Batch Operator should use top-level job state to determine status

• [AIRFLOW-XXX] Fix typo in http_operator.py

• [AIRFLOW-XXX] Solve lodash security warning (#4820)

• [AIRFLOW-XXX] Pin version of tornado pulled in by celery. (#4815)

• [AIRFLOW-XXX] Upgrade FAB to 1.12.3 (#4694)

• [AIRFLOW-XXX] Pin pinodb dependency (#4704)

• [AIRFLOW-XXX] Pin version of Pip in tests to work around pypa/pip#6163 (#4576)

• [AIRFLOW-XXX] Fix spark submit hook KeyError (#4578)

• [AIRFLOW-XXX] Pin psycopg2 due to breaking change (#5036)

• [AIRFLOW-XXX] Pin Sendgrid dep. (#5031)

• [AIRFLOW-XXX] Fix flaky test - test_execution_unlimited_parallelism (#4988)

Misc/Internal

• [AIRFLOW-4144] Add description of is_delete_operator_pod (#4943)

• [AIRFLOW-3476][AIRFLOW-3477] Move Kube classes out of models.py (#4443)

• [AIRFLOW-3464] Move SkipMixin out of models.py (#4386)

• [AIRFLOW-3463] Move Log out of models.py (#4639)

• [AIRFLOW-3458] Move connection tests (#4680)

• [AIRFLOW-3461] Move TaskFail out of models.py (#4630)

• [AIRFLOW-3462] Move TaskReschedule out of models.py (#4618)

• [AIRFLOW-3474] Move SlaMiss out of models.py (#4608)

• [AIRFLOW-3475] Move ImportError out of models.py (#4383)

• [AIRFLOW-3459] Move DagPickle to separate file (#4374)

• [AIRFLOW-3925] Don’t pull docker-images on pretest (#4740)

• [AIRFLOW-4154] Correct string formatting in jobs.py (#4972)

• [AIRFLOW-3458] Deprecation path for moving models.Connection

• [AIRFLOW-3458] Move models.Connection into separate file (#4335)

• [AIRFLOW-XXX] Remove old/non-test files that nose ignores (#4930)

Doc-only changes

• [AIRFLOW-3996] Add view source link to included fragments

• [AIRFLOW-3811] Automatic generation of API Reference in docs (#4788)

• [AIRFLOW-3810] Remove duplicate autoclass directive (#4656)

• [AIRFLOW-XXX] Mention that StatsD must be installed to gather metrics (#5038)

• [AIRFLOW-XXX] Add contents to cli (#4825)

• [AIRFLOW-XXX] fix check docs failure on CI (#4998)

• [AIRFLOW-XXX] Fix syntax docs errors (#4789)

• [AIRFLOW-XXX] Docs rendering improvement (#4684)

• [AIRFLOW-XXX] Automatically link Jira/GH on doc’s changelog page (#4587)

• [AIRFLOW-XXX] Mention Oracle in the Extra Packages documentation (#4987)

• [AIRFLOW-XXX] Drop deprecated sudo option; use default docker compose on Travis. (#4732)

• [AIRFLOW-XXX] Update kubernetes.rst docs (#3875)

• [AIRFLOW-XXX] Improvements to formatted content in documentation (#4835)

• [AIRFLOW-XXX] Add Daniel to committer list (#4961)

• [AIRFLOW-XXX] Add Xiaodong Deng to committers list

• [AIRFLOW-XXX] Add history become ASF top level project (#4757)

• [AIRFLOW-XXX] Move out the examples from integration.rst (#4672)

• [AIRFLOW-XXX] Extract reverse proxy info to a separate file (#4657)

• [AIRFLOW-XXX] Reduction of the number of warnings in the documentation (#4585)

• [AIRFLOW-XXX] Fix GCS Operator docstrings (#4054)

• [AIRFLOW-XXX] Fix Docstrings in Hooks, Sensors & Operators (#4137)

• [AIRFLOW-XXX] Split guide for operators to multiple files (#4814)

• [AIRFLOW-XXX] Split connection guide to multiple files (#4824)

• [AIRFLOW-XXX] Remove almost all warnings from building docs (#4588)

• [AIRFLOW-XXX] Add backreference in docs between operator and integration (#4671)

• [AIRFLOW-XXX] Improve linking to classes (#4655)

• [AIRFLOW-XXX] Mock optional modules when building docs (#4586)

• [AIRFLOW-XXX] Update plugin macros documentation (#4971)

• [AIRFLOW-XXX] Add missing docstring for ‘autodetect’ in GCS to BQ Operator (#4979)

• [AIRFLOW-XXX] Add missing GCP operators to Docs (#4260)

• [AIRFLOW-XXX] Fixing the issue in Documentation (#3756)

• [AIRFLOW-XXX] Add Hint at user defined macros (#4885)

• [AIRFLOW-XXX] Correct schedule_interval in Scheduler docs (#4157)

• [AIRFLOW-XXX] Improve airflow-jira script to make RelManager’s life easier (#4857)

• [AIRFLOW-XXX] Add missing class references to docs (#4644)

• [AIRFLOW-XXX] Fix typo (#4564)

• [AIRFLOW-XXX] Add a doc about fab security (#4595)

• [AIRFLOW-XXX] Speed up DagBagTest cases (#3974)

Airflow 1.10.2 (2019-01-19)

Significant Changes

New dag_processor_manager_log_location config option

The DAG parsing manager log now by default will be log into a file, where its location is controlled by the new dag_processor_manager_log_location config option in core section.

DAG level Access Control for new RBAC UI

Extend and enhance new Airflow RBAC UI to support DAG level ACL. Each dag now has two permissions(one for write, one for read) associated(‘can_dag_edit’, ‘can_dag_read’). The admin will create new role, associate the dag permission with the target dag and assign that role to users. That user can only access / view the certain dags on the UI that he has permissions on. If a new role wants to access all the dags, the admin could associate dag permissions on an artificial view(all_dags) with that role.

We also provide a new cli command(sync_perm) to allow admin to auto sync permissions.

Modification to ts_nodash macro

ts_nodash previously contained TimeZone information along with execution date. For Example: 20150101T000000+0000. This is not user-friendly for file or folder names which was a popular use case for ts_nodash. Hence this behavior has been changed and using ts_nodash will no longer contain TimeZone information, restoring the pre-1.10 behavior of this macro. And a new macro ts_nodash_with_tz has been added which can be used to get a string with execution date and timezone info without dashes.

Examples:

• ts_nodash: 20150101T000000

• ts_nodash_with_tz: 20150101T000000+0000

Semantics of next_ds/prev_ds changed for manually triggered runs

next_ds/prev_ds now map to execution_date instead of the next/previous schedule-aligned execution date for DAGs triggered in the UI.

User model changes

This patch changes the User.superuser field from a hard-coded boolean to a Boolean() database column. User.superuser will default to False, which means that this privilege will have to be granted manually to any users that may require it.

For example, open a Python shell and

from airflow import models, settings

session = settings.Session()
users = session.query(models.User).all()  # [admin, regular_user]

users[1].superuser  # False

admin = users[0]
admin.superuser = True
session.add(admin)
session.commit()

Custom auth backends interface change

We have updated the version of flask-login we depend upon, and as a result any custom auth backends might need a small change: is_active, is_authenticated, and is_anonymous should now be properties. What this means is if previously you had this in your user class

def is_active(self):
    return self.active

then you need to change it like this

@property
def is_active(self):
    return self.active

Support autodetected schemas to GoogleCloudStorageToBigQueryOperator

GoogleCloudStorageToBigQueryOperator is now support schema auto-detection is available when you load data into BigQuery. Unfortunately, changes can be required.

If BigQuery tables are created outside of airflow and the schema is not defined in the task, multiple options are available:

define a schema_fields:

gcs_to_bq.GoogleCloudStorageToBigQueryOperator(
    # ...
    schema_fields={...}
)

or define a schema_object:

gcs_to_bq.GoogleCloudStorageToBigQueryOperator(
    # ...
    schema_object="path/to/schema/object"
)

or enabled autodetect of schema:

gcs_to_bq.GoogleCloudStorageToBigQueryOperator(
    # ...
    autodetect=True
)

New features

• [AIRFLOW-2658] Add GCP specific k8s pod operator (#3532)

• [AIRFLOW-2440] Google Cloud SQL import/export operator (#4251)

• [AIRFLOW-3212] Add AwsGlueCatalogPartitionSensor (#4112)

• [AIRFLOW-2750] Add subcommands to delete and list users

• [AIRFLOW-3480] Add GCP Spanner Database Operators (#4353)

• [AIRFLOW-3560] Add DayOfWeek Sensor (#4363)

• [AIRFLOW-3371] BigQueryHook’s Ability to Create View (#4213)

• [AIRFLOW-3332] Add method to allow inserting rows into BQ table (#4179)

• [AIRFLOW-3055] add get_dataset and get_datasets_list to bigquery_hook (#3894)

• [AIRFLOW-2887] Added BigQueryCreateEmptyDatasetOperator and create_empty_dataset to bigquery_hook (#3876)

• [AIRFLOW-2758] Add a sensor for MongoDB

• [AIRFLOW-2640] Add Cassandra table sensor

• [AIRFLOW-3398] Google Cloud Spanner instance database query operator (#4314)

• [AIRFLOW-3310] Google Cloud Spanner deploy / delete operators (#4286)

• [AIRFLOW-3406] Implement an Azure CosmosDB operator (#4265)

• [AIRFLOW-3434] Allows creating intermediate dirs in SFTPOperator (#4270)

• [AIRFLOW-3345] Add Google Cloud Storage (GCS) operators for ACL (#4192)

• [AIRFLOW-3266] Add AWS Athena Hook and Operator (#4111)

• [AIRFLOW-3346] Add hook and operator for GCP transfer service (#4189)

• [AIRFLOW-2983] Add prev_ds_nodash and next_ds_nodash macro (#3821)

• [AIRFLOW-3403] Add AWS Athena Sensor (#4244)

• [AIRFLOW-3323] Support HTTP basic authentication for Airflow Flower (#4166)

• [AIRFLOW-3410] Add feature to allow Host Key Change for SSH Op (#4249)

• [AIRFLOW-3275] Add Google Cloud SQL Query operator (#4170)

• [AIRFLOW-2691] Manage JS dependencies via npm

• [AIRFLOW-2795] Oracle to Oracle Transfer Operator (#3639)

• [AIRFLOW-2596] Add Oracle to Azure Datalake Transfer Operator

• [AIRFLOW-3220] Add Instance Group Manager Operators for GCE (#4167)

• [AIRFLOW-2882] Add import and export for pool cli using JSON

• [AIRFLOW-2965] CLI tool to show the next execution datetime (#3834)

• [AIRFLOW-2874] Enables FAB’s theme support (#3719)

• [AIRFLOW-3336] Add new TriggerRule for 0 upstream failures (#4182)

Improvements

• [AIRFLOW-3680] Consistency update in tests for All GCP-related operators (#4493)

• [AIRFLOW-3675] Use googleapiclient for google apis (#4484)

• [AIRFLOW-3205] Support multipart uploads to GCS (#4084)

• [AIRFLOW-2826] Add GoogleCloudKMSHook (#3677)

• [AIRFLOW-3676] Add required permission to CloudSQL export/import example (#4489)

• [AIRFLOW-3679] Added Google Cloud Base Hook to documentation (#4487)

• [AIRFLOW-3594] Unify different License Header

• [AIRFLOW-3197] Remove invalid parameter KeepJobFlowAliveWhenNoSteps in example DAG (#4404)

• [AIRFLOW-3504] Refine the functionality of “/health” endpoint (#4309)

• [AIRFLOW-3103][AIRFLOW-3147] Update flask-appbuilder (#3937)

• [AIRFLOW-3168] More resilient database use in CI (#4014)

• [AIRFLOW-3076] Remove preloading of MySQL testdata (#3911)

• [AIRFLOW-3035] Allow custom ‘job_error_states’ in dataproc ops (#3884)

• [AIRFLOW-3246] Make hmsclient optional in airflow.hooks.hive_hooks (#4080)

• [AIRFLOW-3059] Log how many rows are read from Postgres (#3905)

• [AIRFLOW-2463] Make task instance context available for hive queries

• [AIRFLOW-3190] Make flake8 compliant (#4035)

• [AIRFLOW-1998] Implemented DatabricksRunNowOperator for jobs/run-now … (#3813)

• [AIRFLOW-2267] Airflow DAG level access (#3197)

• [AIRFLOW-2359] Add set failed for DagRun and task in tree view (#3255)

• [AIRFLOW-3008] Move Kubernetes example DAGs to contrib

• [AIRFLOW-3402] Support global k8s affinity and toleration configs (#4247)

• [AIRFLOW-3610] Add region param for EMR jobflow creation (#4418)

• [AIRFLOW-3531] Fix test for GCS to GCS Transfer Hook (#4452)

• [AIRFLOW-3531] Add gcs to gcs transfer operator. (#4331)

• [AIRFLOW-3034] Readme updates : Add Slack & Twitter, remove Gitter

• [AIRFLOW-3028] Update Text & Images in Readme.md

• [AIRFLOW-208] Add badge to show supported Python versions (#3839)

• [AIRFLOW-2238] Update PR tool to push directly to GitHub

• [AIRFLOW-2238] Flake8 fixes on dev/airflow-pr

• [AIRFLOW-2238] Update PR tool to remove outdated info (#3978)

• [AIRFLOW-3005] Replace ‘Airbnb Airflow’ with ‘Apache Airflow’ (#3845)

• [AIRFLOW-3150] Make execution_date templated in TriggerDagRunOperator (#4359)

• [AIRFLOW-1196][AIRFLOW-2399] Add templated field in TriggerDagRunOperator (#4228)

• [AIRFLOW-3340] Placeholder support in connections form (#4185)

• [AIRFLOW-3446] Add Google Cloud BigTable operators (#4354)

• [AIRFLOW-1921] Add support for https and user auth (#2879)

• [AIRFLOW-2770] Read dags_in_image config value as a boolean (#4319)

• [AIRFLOW-3022] Add volume mount to KubernetesExecutorConfig (#3855)

• [AIRFLOW-2917] Set AIRFLOW__CORE__SQL_ALCHEMY_CONN only when needed (#3766)

• [AIRFLOW-2712] Pass annotations to KubernetesExecutorConfig

• [AIRFLOW-461] Support autodetected schemas in BigQuery run_load (#3880)

• [AIRFLOW-2997] Support cluster fields in bigquery (#3838)

• [AIRFLOW-2916] Arg verify for AwsHook() & S3 sensors/operators (#3764)

• [AIRFLOW-491] Add feature to pass extra api configs to BQ Hook (#3733)

• [AIRFLOW-2889] Fix typos detected by github.com/client9/misspell (#3732)

• [AIRFLOW-850] Add a PythonSensor (#4349)

• [AIRFLOW-2747] Explicit re-schedule of sensors (#3596)

• [AIRFLOW-3392] Add index on dag_id in sla_miss table (#4235)

• [AIRFLOW-3001] Add index ‘ti_dag_date’ to taskinstance (#3885)

• [AIRFLOW-2861] Add index on log table (#3709)

• [AIRFLOW-3518] Performance fixes for topological_sort of Tasks (#4322)

• [AIRFLOW-3521] Fetch more than 50 items in airflow-jira compare script (#4300)

• [AIRFLOW-1919] Add option to query for DAG runs given a DAG ID

• [AIRFLOW-3444] Explicitly set transfer operator description. (#4279)

• [AIRFLOW-3411] Add OpenFaaS hook (#4267)

• [AIRFLOW-2785] Add context manager entry points to mongoHook

• [AIRFLOW-2524] Add SageMaker doc to AWS integration section (#4278)

• [AIRFLOW-3479] Keeps records in Log Table when DAG is deleted (#4287)

• [AIRFLOW-2948] Arg check & better doc - SSHOperator & SFTPOperator (#3793)

• [AIRFLOW-2245] Add remote_host of SSH/SFTP operator as templated field (#3765)

• [AIRFLOW-2670] Update SSH Operator’s Hook to respect timeout (#3666)

• [AIRFLOW-3380] Add metrics documentation (#4219)

• [AIRFLOW-3361] Log the task_id in the PendingDeprecationWarning from BaseOperator (#4030)

• [AIRFLOW-3213] Create ADLS to GCS operator (#4134)

• [AIRFLOW-3395] added the REST API endpoints to the doc (#4236)

• [AIRFLOW-3294] Update connections form and integration docs (#4129)

• [AIRFLOW-3236] Create AzureDataLakeStorageListOperator (#4094)

• [AIRFLOW-3062] Add Qubole in integration docs (#3946)

• [AIRFLOW-3306] Disable flask-sqlalchemy modification tracking. (#4146)

• [AIRFLOW-2867] Refactor Code to conform standards (#3714)

• [AIRFLOW-2753] Add dataproc_job_id instance var holding actual DP jobId

• [AIRFLOW-3132] Enable specifying auto_remove option for DockerOperator (#3977)

• [AIRFLOW-2731] Raise psutil restriction to <6.0.0

• [AIRFLOW-3384] Allow higher versions of Sqlalchemy and Jinja2 (#4227)

• [Airflow-2760] Decouple DAG parsing loop from scheduler loop (#3873)

• [AIRFLOW-3004] Add config disabling scheduler cron (#3899)

• [AIRFLOW-3175] Fix docstring format in airflow/jobs.py (#4025)

• [AIRFLOW-3589] Visualize reschedule state in all views (#4408)

• [AIRFLOW-2698] Simplify Kerberos code (#3563)

• [AIRFLOW-2499] Dockerise CI pipeline (#3393)

• [AIRFLOW-3432] Add test for feature “Delete DAG in UI” (#4266)

• [AIRFLOW-3301] Update DockerOperator CI test for PR #3977 (#4138)

• [AIRFLOW-3478] Make sure that the session is closed

• [AIRFLOW-3687] Add missing @apply_defaults decorators (#4498)

• [AIRFLOW-3691] Update notice to 2019 (#4503)

• [AIRFLOW-3689] Update pop-up message when deleting DAG in RBAC UI (#4505)

• [AIRFLOW-2801] Skip test_mark_success_no_kill in PostgreSQL on CI (#3642)

• [AIRFLOW-3693] Replace psycopg2-binary by psycopg2 (#4508)

• [AIRFLOW-3700] Change the lowest allowed version of “requests” (#4517)

• [AIRFLOW-3704] Support SSL Protection When Redis is Used as Broker for CeleryExecutor (#4521)

• [AIRFLOW-3681] All GCP operators have now optional GCP Project ID (#4500)

• [Airflow 2782] Upgrades Dagre D3 version to latest possible

• [Airflow 2783] Implement eslint for JS code check (#3641)

• [AIRFLOW-2805] Display multiple timezones on UI (#3687)

• [AIRFLOW-3302] Small CSS fixes (#4140)

• [Airflow-2766] Respect shared datetime across tabs

• [AIRFLOW-2776] Compress tree view JSON

• [AIRFLOW-2407] Use feature detection for reload() (#3298)

• [AIRFLOW-3452] Removed an unused/dangerous display-none (#4295)

• [AIRFLOW-3348] Update run statistics on dag refresh (#4197)

• [AIRFLOW-3125] Monitor Task Instances creation rates (#3966)

Bug fixes

• [AIRFLOW-3191] Fix not being able to specify execution_date when creating dagrun (#4037)

• [AIRFLOW-3657] Fix zendesk integration (#4466)

• [AIRFLOW-3605] Load plugins from entry_points (#4412)

• [AIRFLOW-3646] Rename plugins_manager.py to test_xx to trigger tests (#4464)

• [AIRFLOW-3655] Escape links generated in model views (#4463)

• [AIRFLOW-3662] Add dependency for Enum (#4468)

• [AIRFLOW-3630] Cleanup of GCP Cloud SQL Connection (#4451)

• [AIRFLOW-1837] Respect task start_date when different from dag’s (#4010)

• [AIRFLOW-2829] Brush up the CI script for minikube

• [AIRFLOW-3519] Fix example http operator (#4455)

• [AIRFLOW-2811] Fix scheduler_ops_metrics.py to work (#3653)

• [AIRFLOW-2751] add job properties update in hive to druid operator.

• [AIRFLOW-2918] Remove unused imports

• [AIRFLOW-2918] Fix Flake8 violations (#3931)

• [AIRFLOW-2771] Add except type to broad S3Hook try catch clauses

• [AIRFLOW-2918] Fix Flake8 violations (#3772)

• [AIRFLOW-2099] Handle getsource() calls gracefully

• [AIRFLOW-3397] Fix integrity error in rbac AirflowSecurityManager (#4305)

• [AIRFLOW-3281] Fix Kubernetes operator with git-sync (#3770)

• [AIRFLOW-2615] Limit DAGs parsing to once only

• [AIRFLOW-2952] Fix Kubernetes CI (#3922)

• [AIRFLOW-2933] Enable Codecov on Docker-CI Build (#3780)

• [AIRFLOW-2082] Resolve a bug in adding password_auth to api as auth method (#4343)

• [AIRFLOW-3612] Remove incubation/incubator mention (#4419)

• [AIRFLOW-3581] Fix next_ds/prev_ds semantics for manual runs (#4385)

• [AIRFLOW-3527] Update Cloud SQL Proxy to have shorter path for UNIX socket (#4350)

• [AIRFLOW-3316] For gcs_to_bq: add missing init of schema_fields var (#4430)

• [AIRFLOW-3583] Fix AirflowException import (#4389)

• [AIRFLOW-3578] Fix Type Error for BigQueryOperator (#4384)

• [AIRFLOW-2755] Added kubernetes.worker_dags_folder configuration (#3612)

• [AIRFLOW-2655] Fix inconsistency of default config of kubernetes worker

• [AIRFLOW-2645][AIRFLOW-2617] Add worker_container_image_pull_policy

• [AIRFLOW-2661] fix config dags_volume_subpath and logs_volume_subpath

• [AIRFLOW-3550] Standardize GKE hook (#4364)

• [AIRFLOW-2863] Fix GKEClusterHook catching wrong exception (#3711)

• [AIRFLOW-2939][AIRFLOW-3568] Fix TypeError in GCSToS3Op & S3ToGCSOp (#4371)

• [AIRFLOW-3327] Add support for location in BigQueryHook (#4324)

• [AIRFLOW-3438] Fix default values in BigQuery Hook & BigQueryOperator (…

• [AIRFLOW-3355] Fix BigQueryCursor.execute to work with Python3 (#4198)

• [AIRFLOW-3447] Add 2 options for ts_nodash Macro (#4323)

• [AIRFLOW-1552] Airflow Filter_by_owner not working with password_auth (#4276)

• [AIRFLOW-3484] Fix Over-logging in the k8s executor (#4296)

• [AIRFLOW-3309] Add MongoDB connection (#4154)

• [AIRFLOW-3414] Fix reload_module in DagFileProcessorAgent (#4253)

• [AIRFLOW-1252] API accept JSON when invoking a trigger dag (#2334)

• [AIRFLOW-3425] Fix setting default scope in hook (#4261)

• [AIRFLOW-3416] Fixes Python 3 compatibility with CloudSqlQueryOperator (#4254)

• [AIRFLOW-3263] Ignore exception when ‘run’ kills already killed job (#4108)

• [AIRFLOW-3264] URL decoding when parsing URI for connection (#4109)

• [AIRFLOW-3365][AIRFLOW-3366] Allow celery_broker_transport_options to be set with environment variables (#4211)

• [AIRFLOW-2642] fix wrong value git-sync initcontainer env GIT_SYNC_ROOT (#3519)

• [AIRFLOW-3353] Pin redis version (#4195)

• [AIRFLOW-3251] KubernetesPodOperator now uses ‘image_pull_secrets’ argument when creating Pods (#4188)

• [AIRFLOW-2705] Move class-level moto decorator to method-level

• [AIRFLOW-3233] Fix deletion of DAGs in the UI (#4069)

• [AIRFLOW-2908] Allow retries with KubernetesExecutor. (#3758)

• [AIRFLOW-1561] Fix scheduler to pick up example DAGs without other DAGs (#2635)

• [AIRFLOW-3352] Fix expose_config not honoured on RBAC UI (#4194)

• [AIRFLOW-3592] Fix logs when task is in rescheduled state (#4492)

• [AIRFLOW-3634] Fix GCP Spanner Test (#4440)

• [AIRFLOW-XXX] Fix PythonVirtualenvOperator tests (#3968)

• [AIRFLOW-3239] Fix/refine tests for api/common/experimental/ (#4255)

• [AIRFLOW-2951] Update dag_run table end_date when state change (#3798)

• [AIRFLOW-2756] Fix bug in set DAG run state workflow (#3606)

• [AIRFLOW-3690] Fix bug to set state of a task for manually-triggered DAGs (#4504)

• [AIRFLOW-3319] KubernetsExecutor: Need in try_number in labels if getting them later (#4163)

• [AIRFLOW-3724] Fix the broken refresh button on Graph View in RBAC UI

• [AIRFLOW-3732] Fix issue when trying to edit connection in RBAC UI

• [AIRFLOW-2866] Fix missing CSRF token head when using RBAC UI (#3804)

• [AIRFLOW-3259] Fix internal server error when displaying charts (#4114)

• [AIRFLOW-3271] Fix issue with persistence of RBAC Permissions modified via UI (#4118)

• [AIRFLOW-3141] Handle duration View for missing dag (#3984)

• [AIRFLOW-2766] Respect shared datetime across tabs

• [AIRFLOW-1413] Fix FTPSensor failing on error message with unexpected (#2450)

• [AIRFLOW-3378] KubernetesPodOperator does not delete on timeout failure (#4218)

• [AIRFLOW-3245] Fix list processing in resolve_template_files (#4086)

• [AIRFLOW-2703] Catch transient DB exceptions from scheduler’s heartbeat it does not crash (#3650)

• [AIRFLOW-1298] Clear UPSTREAM_FAILED using the clean cli (#3886)

Doc-only changes

• [AIRFLOW-XXX] GCP operators documentation clarifications (#4273)

• [AIRFLOW-XXX] Docs: Fix paths to GCS transfer operator (#4479)

• [AIRFLOW-XXX] Add missing GCP operators to Docs (#4260)

• [AIRFLOW-XXX] Fix Docstrings for Operators (#3820)

• [AIRFLOW-XXX] Fix inconsistent comment in example_python_operator.py (#4337)

• [AIRFLOW-XXX] Fix incorrect parameter in SFTPOperator example (#4344)

• [AIRFLOW-XXX] Add missing remote logging field (#4333)

• [AIRFLOW-XXX] Revise template variables documentation (#4172)

• [AIRFLOW-XXX] Fix typo in docstring of gcs_to_bq (#3833)

• [AIRFLOW-XXX] Fix display of SageMaker operators/hook docs (#4263)

• [AIRFLOW-XXX] Better instructions for Airflow flower (#4214)

• [AIRFLOW-XXX] Make pip install commands consistent (#3752)

• [AIRFLOW-XXX] Add BigQueryGetDataOperator to Integration Docs (#4063)

• [AIRFLOW-XXX] Don’t spam test logs with “bad cron expression” messages (#3973)

• [AIRFLOW-XXX] Update committer list based on latest TLP discussion (#4427)

• [AIRFLOW-XXX] Fix incorrect statement in contributing guide (#4104)

• [AIRFLOW-XXX] Fix Broken Link in CONTRIBUTING.md

• [AIRFLOW-XXX] Update Contributing Guide - Git Hooks (#4120)

• [AIRFLOW-3426] Correct Python Version Documentation Reference (#4259)

• [AIRFLOW-2663] Add instructions to install SSH dependencies

• [AIRFLOW-XXX] Clean up installation extra packages table (#3750)

• [AIRFLOW-XXX] Remove redundant space in Kerberos (#3866)

• [AIRFLOW-3086] Add extras group for google auth to setup.py (#3917)

• [AIRFLOW-XXX] Add Kubernetes Dependency in Extra Packages Doc (#4281)

• [AIRFLOW-3696] Add Version info to Airflow Documentation (#4512)

• [AIRFLOW-XXX] Correct Typo in sensor’s exception (#4545)

• [AIRFLOW-XXX] Fix a typo of config (#4544)

• [AIRFLOW-XXX] Fix BashOperator Docstring (#4052)

• [AIRFLOW-3018] Fix Minor issues in Documentation

• [AIRFLOW-XXX] Fix Minor issues with Azure Cosmos Operator (#4289)

• [AIRFLOW-3382] Fix incorrect docstring in DatastoreHook (#4222)

• [AIRFLOW-XXX] Fix copy&paste mistake (#4212)

• [AIRFLOW-3260] Correct misleading BigQuery error (#4098)

• [AIRFLOW-XXX] Fix Typo in SFTPOperator docstring (#4016)

• [AIRFLOW-XXX] Fixing the issue in Documentation (#3998)

• [AIRFLOW-XXX] Fix undocumented params in S3_hook

• [AIRFLOW-XXX] Fix SlackWebhookOperator execute method comment (#3963)

• [AIRFLOW-3070] Refine web UI authentication-related docs (#3863)

Airflow 1.10.1 (2018-11-13)

Significant Changes

min_file_parsing_loop_time config option temporarily disabled

The scheduler.min_file_parsing_loop_time config option has been temporarily removed due to some bugs.

StatsD Metrics

The scheduler_heartbeat metric has been changed from a gauge to a counter. Each loop of the scheduler will increment the counter by 1. This provides a higher degree of visibility and allows for better integration with Prometheus using the StatsD Exporter. The scheduler’s activity status can be determined by graphing and alerting using a rate of change of the counter. If the scheduler goes down, the rate will drop to 0.

EMRHook now passes all of connection’s extra to CreateJobFlow API

EMRHook.create_job_flow has been changed to pass all keys to the create_job_flow API, rather than just specific known keys for greater flexibility.

However prior to this release the “emr_default” sample connection that was created had invalid configuration, so creating EMR clusters might fail until your connection is updated. (Ec2KeyName, Ec2SubnetId, TerminationProtection and KeepJobFlowAliveWhenNoSteps were all top-level keys when they should be inside the “Instances” dict)

LDAP Auth Backend now requires TLS

Connecting to an LDAP server over plain text is not supported anymore. The certificate presented by the LDAP server must be signed by a trusted certificate, or you must provide the cacert option under [ldap] in the config file.

If you want to use LDAP auth backend without TLS then you will have to create a custom-auth backend based on https://github.com/apache/airflow/blob/1.10.0/airflow/contrib/auth/backends/ldap_auth.py

New features

• [AIRFLOW-2524] Airflow integration with AWS Sagemaker

• [AIRFLOW-2657] Add ability to delete DAG from web ui

• [AIRFLOW-2780] Adds IMAP Hook to interact with a mail server

• [AIRFLOW-2794] Add delete support for Azure blob

• [AIRFLOW-2912] Add operators for Google Cloud Functions

• [AIRFLOW-2974] Add Start/Restart/Terminate methods Databricks Hook

• [AIRFLOW-2989] No Parameter to change bootDiskType for DataprocClusterCreateOperator

• [AIRFLOW-3078] Basic operators for Google Compute Engine

• [AIRFLOW-3147] Update Flask-AppBuilder version

• [AIRFLOW-3231] Basic operators for Google Cloud SQL (deploy / patch / delete)

• [AIRFLOW-3276] Google Cloud SQL database create / patch / delete operators

Improvements

• [AIRFLOW-393] Add progress callbacks for FTP downloads

• [AIRFLOW-520] Show Airflow version on web page

• [AIRFLOW-843] Exceptions now available in context during on_failure_callback

• [AIRFLOW-2476] Update tabulate dependency to v0.8.2

• [AIRFLOW-2592] Bump Bleach dependency

• [AIRFLOW-2622] Add “confirm=False” option to SFTPOperator

• [AIRFLOW-2662] support affinity & nodeSelector policies for kubernetes executor/operator

• [AIRFLOW-2709] Improve error handling in Databricks hook

• [AIRFLOW-2723] Update lxml dependency to >= 4.0.

• [AIRFLOW-2763] No precheck mechanism in place during worker initialisation for the connection to metadata database

• [AIRFLOW-2789] Add ability to create single node cluster to DataprocClusterCreateOperator

• [AIRFLOW-2797] Add ability to create Google Dataproc cluster with custom image

• [AIRFLOW-2854] kubernetes_pod_operator add more configuration items

• [AIRFLOW-2855] Need to Check Validity of Cron Expression When Process DAG File/Zip File

• [AIRFLOW-2904] Clean an unnecessary line in airflow/executors/celery_executor.py

• [AIRFLOW-2921] A trivial incorrectness in CeleryExecutor()

• [AIRFLOW-2922] Potential deal-lock bug in CeleryExecutor()

• [AIRFLOW-2932] GoogleCloudStorageHook - allow compression of file

• [AIRFLOW-2949] Syntax Highlight for Single Quote

• [AIRFLOW-2951] dag_run end_date Null after a dag is finished

• [AIRFLOW-2956] Kubernetes tolerations for pod operator

• [AIRFLOW-2997] Support for clustered tables in Bigquery hooks/operators

• [AIRFLOW-3006] Fix error when schedule_interval=”None”

• [AIRFLOW-3008] Move Kubernetes related example DAGs to contrib/example_dags

• [AIRFLOW-3025] Allow to specify dns and dns-search parameters for DockerOperator

• [AIRFLOW-3067] (www_rbac) Flask flash messages are not displayed properly (no background color)

• [AIRFLOW-3069] Decode output of S3 file transform operator

• [AIRFLOW-3072] Assign permission get_logs_with_metadata to viewer role

• [AIRFLOW-3090] INFO logs are too verbose

• [AIRFLOW-3103] Update flask-login

• [AIRFLOW-3112] Align SFTP hook with SSH hook

• [AIRFLOW-3119] Enable loglevel on celery worker and inherit from airflow.cfg

• [AIRFLOW-3137] Make ProxyFix middleware optional

• [AIRFLOW-3173] Add _cmd options for more password config options

• [AIRFLOW-3177] Change scheduler_heartbeat metric from gauge to counter

• [AIRFLOW-3193] Pin docker requirement version to v3

• [AIRFLOW-3195] Druid Hook: Log ingestion spec and task id

• [AIRFLOW-3197] EMR Hook is missing some parameters to valid on the AWS API

• [AIRFLOW-3232] Make documentation for GCF Functions operator more readable

• [AIRFLOW-3262] Can’t get log containing Response when using SimpleHttpOperator

• [AIRFLOW-3265] Add support for “unix_socket” in connection extra for Mysql Hook

Doc-only changes

• [AIRFLOW-1441] Tutorial Inconsistencies Between Example Pipeline Definition and Recap

• [AIRFLOW-2682] Add how-to guide(s) for how to use basic operators like BashOperator and PythonOperator

• [AIRFLOW-3104] .airflowignore feature is not mentioned at all in documentation

• [AIRFLOW-3237] Refactor example DAGs

• [AIRFLOW-3187] Update Airflow.gif file with a slower version

• [AIRFLOW-3159] Update Airflow documentation on GCP Logging

• [AIRFLOW-3030] Command Line docs incorrect subdir

• [AIRFLOW-2990] Docstrings for Hooks/Operators are in incorrect format

• [AIRFLOW-3127] Celery SSL Documentation is out-dated

• [AIRFLOW-2779] Add license headers to doc files

• [AIRFLOW-2779] Add project version to license

Bug fixes

• [AIRFLOW-839] docker_operator.py attempts to log status key without first checking existence

• [AIRFLOW-1104] Concurrency check in scheduler should count queued tasks as well as running

• [AIRFLOW-1163] Add support for x-forwarded-* headers to support access behind AWS ELB

• [AIRFLOW-1195] Cleared tasks in SubDagOperator do not trigger Parent dag_runs

• [AIRFLOW-1508] Skipped state not part of State.task_states

• [AIRFLOW-1762] Use key_file in SSHHook.create_tunnel()

• [AIRFLOW-1837] Differing start_dates on tasks not respected by scheduler.

• [AIRFLOW-1874] Support standard SQL in Check, ValueCheck and IntervalCheck BigQuery operators

• [AIRFLOW-1917] print() from Python operators end up with extra new line

• [AIRFLOW-1970] Database cannot be initialized if an invalid fernet key is provided

• [AIRFLOW-2145] Deadlock after clearing a running task

• [AIRFLOW-2216] Cannot specify a profile for AWS Hook to load with s3 config file

• [AIRFLOW-2574] initdb fails when mysql password contains percent sign

• [AIRFLOW-2707] Error accessing log files from web UI

• [AIRFLOW-2716] Replace new Python 3.7 keywords

• [AIRFLOW-2744] RBAC app doesn’t integrate plugins (blueprints etc)

• [AIRFLOW-2772] BigQuery hook does not allow specifying both the partition field name and table name at the same time

• [AIRFLOW-2778] Bad Import in collect_dag in DagBag

• [AIRFLOW-2786] Variables view fails to render if a variable has an empty key

• [AIRFLOW-2799] Filtering UI objects by datetime is broken

• [AIRFLOW-2800] Remove airflow/ low-hanging linting errors

• [AIRFLOW-2825] S3ToHiveTransfer operator may not may able to handle GZIP file with uppercase ext in S3

• [AIRFLOW-2848] dag_id is missing in metadata table “job” for LocalTaskJob

• [AIRFLOW-2860] DruidHook: time variable is not updated correctly when checking for timeout

• [AIRFLOW-2865] Race condition between on_success_callback and LocalTaskJob’s cleanup

• [AIRFLOW-2893] Stuck dataflow job due to jobName mismatch.

• [AIRFLOW-2895] Prevent scheduler from spamming heartbeats/logs

• [AIRFLOW-2900] Code not visible for Packaged DAGs

• [AIRFLOW-2905] Switch to regional dataflow job service.

• [AIRFLOW-2907] Sendgrid - Attachments - ERROR - Object of type ‘bytes’ is not JSON serializable

• [AIRFLOW-2938] Invalid ‘extra’ field in connection can raise an AttributeError when attempting to edit

• [AIRFLOW-2979] Deprecated Celery Option not in Options list

• [AIRFLOW-2981] TypeError in dataflow operators when using GCS jar or py_file

• [AIRFLOW-2984] Cannot convert naive_datetime when task has a naive start_date/end_date

• [AIRFLOW-2994] flatten_results in BigQueryOperator/BigQueryHook should default to None

• [AIRFLOW-3002] ValueError in dataflow operators when using GCS jar or py_file

• [AIRFLOW-3012] Email on sla miss is send only to first address on the list

• [AIRFLOW-3046] ECS Operator mistakenly reports success when task is killed due to EC2 host termination

• [AIRFLOW-3064] No output from airflow test due to default logging config

• [AIRFLOW-3072] Only admin can view logs in RBAC UI

• [AIRFLOW-3079] Improve initdb to support MSSQL Server

• [AIRFLOW-3089] Google auth doesn’t work under http

• [AIRFLOW-3099] Errors raised when some blocks are missing in airflow.cfg

• [AIRFLOW-3109] Default user permission should contain ‘can_clear’

• [AIRFLOW-3111] Confusing comments and instructions for log templates in UPDATING.md and default_airflow.cfg

• [AIRFLOW-3124] Broken webserver debug mode (RBAC)

• [AIRFLOW-3136] Scheduler Failing the Task retries run while processing Executor Events

• [AIRFLOW-3138] Migration cc1e65623dc7 creates issues with postgres

• [AIRFLOW-3161] Log Url link does not link to task instance logs in RBAC UI

• [AIRFLOW-3162] HttpHook fails to parse URL when port is specified

• [AIRFLOW-3183] Potential Bug in utils/dag_processing/DagFileProcessorManager.max_runs_reached()

• [AIRFLOW-3203] Bugs in DockerOperator & Some operator test scripts were named incorrectly

• [AIRFLOW-3238] Dags, removed from the filesystem, are not deactivated on initdb

• [AIRFLOW-3268] Cannot pass SSL dictionary to mysql connection via URL

• [AIRFLOW-3277] Invalid timezone transition handling for cron schedules

• [AIRFLOW-3295] Require encryption in DaskExecutor when certificates are configured.

• [AIRFLOW-3297] EmrStepSensor marks cancelled step as successful

Airflow 1.10.0 (2018-08-03)

Significant Changes

Installation and upgrading requires setting SLUGIFY_USES_TEXT_UNIDECODE=yes in your environment or AIRFLOW_GPL_UNIDECODE=yes. In case of the latter a GPL runtime dependency will be installed due to a dependency (python-nvd3 -> python-slugify -> unidecode).

Replace DataProcHook.await calls to DataProcHook.wait

The method name was changed to be compatible with the Python 3.7 async/await keywords

Setting UTF-8 as default mime_charset in email utils

Add a configuration variable(default_dag_run_display_number) to control numbers of dag run for display

Add a configuration variable(default_dag_run_display_number) under webserver section to control the number of dag runs to show in UI.

Default executor for SubDagOperator is changed to SequentialExecutor

New Webserver UI with Role-Based Access Control

The current webserver UI uses the Flask-Admin extension. The new webserver UI uses the Flask-AppBuilder (FAB) extension. FAB has built-in authentication support and Role-Based Access Control (RBAC), which provides configurable roles and permissions for individual users.

To turn on this feature, in your airflow.cfg file (under [webserver]), set the configuration variable rbac = True, and then run airflow command, which will generate the webserver_config.py file in your $AIRFLOW_HOME.

Setting up Authentication

FAB has built-in authentication support for DB, OAuth, OpenID, LDAP, and REMOTE_USER. The default auth type is AUTH_DB.

For any other authentication type (OAuth, OpenID, LDAP, REMOTE_USER), see the Authentication section of FAB docs for how to configure variables in webserver_config.py file.

Once you modify your config file, run airflow db init to generate new tables for RBAC support (these tables will have the prefix ab_).

Creating an Admin Account

Once configuration settings have been updated and new tables have been generated, create an admin account with airflow create_user command.

Using your new UI

Run airflow webserver to start the new UI. This will bring up a log in page, enter the recently created admin username and password.

There are five roles created for Airflow by default: Admin, User, Op, Viewer, and Public. To configure roles/permissions, go to the Security tab and click List Roles in the new UI.

Breaking changes

• AWS Batch Operator renamed property queue to job_queue to prevent conflict with the internal queue from CeleryExecutor - AIRFLOW-2542

• Users created and stored in the old users table will not be migrated automatically. FAB’s built-in authentication support must be reconfigured.

• Airflow dag home page is now /home (instead of /admin).

• All ModelViews in Flask-AppBuilder follow a different pattern from Flask-Admin. The /admin part of the URL path will no longer exist. For example: /admin/connection becomes /connection/list, /admin/connection/new becomes /connection/add, /admin/connection/edit becomes /connection/edit, etc.

• Due to security concerns, the new webserver will no longer support the features in the Data Profiling menu of old UI, including Ad Hoc Query, Charts, and Known Events.

• HiveServer2Hook.get_results() always returns a list of tuples, even when a single column is queried, as per Python API 2.

• UTC is now the default timezone: Either reconfigure your workflows scheduling in UTC or set default_timezone as explained in https://airflow.apache.org/timezone.html#default-time-zone

airflow.contrib.sensors.hdfs_sensors renamed to airflow.contrib.sensors.hdfs_sensor

We now rename airflow.contrib.sensors.hdfs_sensors to airflow.contrib.sensors.hdfs_sensor for consistency purpose.

MySQL setting required

We now rely on more strict ANSI SQL settings for MySQL in order to have sane defaults. Make sure to have specified explicit_defaults_for_timestamp=1 in your my.cnf under [mysqld]

Celery config

To make the config of Airflow compatible with Celery, some properties have been renamed:

celeryd_concurrency -> worker_concurrency
celery_result_backend -> result_backend
celery_ssl_active -> ssl_active
celery_ssl_cert -> ssl_cert
celery_ssl_key -> ssl_key

Resulting in the same config parameters as Celery 4, with more transparency.

GCP Dataflow Operators

Dataflow job labeling is now supported in Dataflow{Java,Python}Operator with a default “airflow-version” label, please upgrade your google-cloud-dataflow or apache-beam version to 2.2.0 or greater.

BigQuery Hooks and Operator

The bql parameter passed to BigQueryOperator and BigQueryBaseCursor.run_query has been deprecated and renamed to sql for consistency purposes. Using bql will still work (and raise a DeprecationWarning), but is no longer supported and will be removed entirely in Airflow 2.0

Redshift to S3 Operator

With Airflow 1.9 or lower, Unload operation always included header row. In order to include header row, we need to turn off parallel unload. It is preferred to perform unload operation using all nodes so that it is faster for larger tables. So, parameter called include_header is added and default is set to False. Header row will be added only if this parameter is set True and also in that case parallel will be automatically turned off (PARALLEL OFF)

Google cloud connection string

With Airflow 1.9 or lower, there were two connection strings for the Google Cloud operators, both google_cloud_storage_default and google_cloud_default. This can be confusing and therefore the google_cloud_storage_default connection id has been replaced with google_cloud_default to make the connection id consistent across Airflow.

Logging Configuration

With Airflow 1.9 or lower, FILENAME_TEMPLATE, PROCESSOR_FILENAME_TEMPLATE, LOG_ID_TEMPLATE, END_OF_LOG_MARK were configured in airflow_local_settings.py. These have been moved into the configuration file, and hence if you were using a custom configuration file the following defaults need to be added.

[core]
fab_logging_level = WARN
log_filename_template = {{{{ ti.dag_id }}}}/{{{{ ti.task_id }}}}/{{{{ ts }}}}/{{{{ try_number }}}}.log
log_processor_filename_template = {{{{ filename }}}}.log

[elasticsearch]
elasticsearch_log_id_template = {{dag_id}}-{{task_id}}-{{execution_date}}-{{try_number}}
elasticsearch_end_of_log_mark = end_of_log

The previous setting of log_task_reader is not needed in many cases now when using the default logging config with remote storage. (Previously it needed to be set to s3.task or similar. This is not needed with the default config anymore)

Change of per-task log path

With the change to Airflow core to be timezone aware the default log path for task instances will now include timezone information. This will by default mean all previous task logs won’t be found. You can get the old behaviour back by setting the following config options:

[core]
log_filename_template = {{ ti.dag_id }}/{{ ti.task_id }}/{{ execution_date.strftime("%%Y-%%m-%%dT%%H:%%M:%%S") }}/{{ try_number }}.log

Changelog

• [AIRFLOW-2870] Use abstract TaskInstance for migration

• [AIRFLOW-2859] Implement own UtcDateTime (#3708)

• [AIRFLOW-2140] Don’t require kubernetes for the SparkSubmit hook

• [AIRFLOW-2869] Remove smart quote from default config

• [AIRFLOW-2857] Fix Read the Docs env

• [AIRFLOW-2817] Force explicit choice on GPL dependency

• [AIRFLOW-2716] Replace async and await py3.7 keywords

• [AIRFLOW-2810] Fix typo in Xcom model timestamp

• [AIRFLOW-2710] Clarify fernet key value in documentation

• [AIRFLOW-2606] Fix DB schema and SQLAlchemy model

• [AIRFLOW-2646] Fix setup.py not to install snakebite on Python3

• [AIRFLOW-2604] Add index to task_fail

• [AIRFLOW-2650] Mark SchedulerJob as succeed when hitting Ctrl-c

• [AIRFLOW-2678] Fix db schema unit test to remove checking fab models

• [AIRFLOW-2624] Fix webserver login as anonymous

• [AIRFLOW-2654] Fix incorrect URL on refresh in Graph View of FAB UI

• [AIRFLOW-2668] Handle missing optional cryptography dependency

• [AIRFLOW-2681] Include last dag run of externally triggered DAGs in UI.

• [AIRFLOW-1840] Support back-compat on old celery config

• [AIRFLOW-2612][AIRFLOW-2534] Clean up Hive-related tests

• [AIRFLOW-2608] Implements/Standardize custom exceptions for experimental APIs

• [AIRFLOW-2607] Fix failing TestLocalClient

• [AIRFLOW-2638] dbapi_hook: support REPLACE INTO

• [AIRFLOW-2542][AIRFLOW-1790] Rename AWS Batch Operator queue to job_queue

• [AIRFLOW-2567] Extract result from the kubernetes pod as Xcom

• [AIRFLOW-XXX] Adding REA Group to readme

• [AIRFLOW-2601] Allow user to specify k8s config

• [AIRFLOW-2559] Azure Fileshare hook

• [AIRFLOW-1786] Enforce correct behavior for soft-fail sensors

• [AIRFLOW-2355] Airflow trigger tag parameters in subdag

• [AIRFLOW-2613] Fix Airflow searching .zip bug

• [AIRFLOW-2627] Add a sensor for Cassandra

• [AIRFLOW-2634][AIRFLOW-2534] Remove dependency for impyla

• [AIRFLOW-2611] Fix wrong dag volume mount path for kubernetes executor

• [AIRFLOW-2562] Add Google Kubernetes Engine Operators

• [AIRFLOW-2630] Fix classname in test_sql_sensor.py

• [AIRFLOW-2534] Fix bug in HiveServer2Hook

• [AIRFLOW-2586] Stop getting AIRFLOW_HOME value from config file in bash operator

• [AIRFLOW-2605] Fix autocommit for MySqlHook

• [AIRFLOW-2539][AIRFLOW-2359] Move remaining log config to configuration file

• [AIRFLOW-1656] Tree view dags query changed

• [AIRFLOW-2617] add imagePullPolicy config for kubernetes executor

• [AIRFLOW-2429] Fix security/task/sensors/ti_deps folders flake8 error

• [AIRFLOW-2550] Implements API endpoint to list DAG runs

• [AIRFLOW-2512][AIRFLOW-2522] Use google-auth instead of oauth2client

• [AIRFLOW-2429] Fix operators folder flake8 error

• [AIRFLOW-2585] Fix several bugs in CassandraHook and CassandraToGCSOperator

• [AIRFLOW-2597] Restore original dbapi.run() behavior

• [AIRFLOW-2590] Fix commit in DbApiHook.run() for no-autocommit DB

• [AIRFLOW-1115] fix github oauth api URL

• [AIRFLOW-2587] Add TIMESTAMP type mapping to MySqlToHiveTransfer

• [AIRFLOW-2591][AIRFLOW-2581] Set default value of autocommit to False in DbApiHook.run()

• [AIRFLOW-59] Implement bulk_dump and bulk_load for the Postgres hook

• [AIRFLOW-2533] Fix path to DAG’s on kubernetes executor workers

• [AIRFLOW-2581] RFLOW-2581] Fix DbApiHook autocommit

• [AIRFLOW-2578] Add option to use proxies in JiraHook

• [AIRFLOW-2575] Make gcs to gcs operator work with large files

• [AIRFLOW-437] Send TI context in kill zombies

• [AIRFLOW-2566] Change backfill to rerun failed tasks

• [AIRFLOW-1021] Fix double login for new users with LDAP

• [AIRFLOW-XXX] Typo fix

• [AIRFLOW-2561] Fix typo in EmailOperator

• [AIRFLOW-2573] Cast BigQuery TIMESTAMP field to float

• [AIRFLOW-2560] Adding support for internalIpOnly to DataprocClusterCreateOperator

• [AIRFLOW-2565] templatize cluster_label

• [AIRFLOW-83] add mongo hook and operator

• [AIRFLOW-2558] Clear task/dag is clearing all executions

• [AIRFLOW-XXX] Fix doc typos

• [AIRFLOW-2513] Change bql to sql for BigQuery Hooks & Ops

• [AIRFLOW-2557] Fix pagination for s3

• [AIRFLOW-2545] Eliminate DeprecationWarning

• [AIRFLOW-2500] Fix MySqlToHiveTransfer to transfer unsigned type properly

• [AIRFLOW-2462] Change PasswordUser setter to correct syntax

• [AIRFLOW-2525] Fix a bug introduced by commit dabf1b9

• [AIRFLOW-2553] Add webserver.pid to .gitignore

• [AIRFLOW-1863][AIRFLOW-2529] Add dag run selection widgets to gantt view

• [AIRFLOW-2504] Log username correctly and add extra to search columns

• [AIRFLOW-2551] Encode binary data with base64 standard rather than base64 url

• [AIRFLOW-2537] Add reset-dagrun option to backfill command

• [AIRFLOW-2526] dag_run.conf can override params

• [AIRFLOW-2544][AIRFLOW-1967] Guard against next major release of Celery, Flower

• [AIRFLOW-XXX] Add Yieldr to who is using airflow

• [AIRFLOW-2547] Describe how to run tests using Docker

• [AIRFLOW-2538] Update faq doc on how to reduce Airflow scheduler latency

• [AIRFLOW-2529] Improve graph view performance and usability

• [AIRFLOW-2517] backfill support passing key values through CLI

• [AIRFLOW-2532] Support logs_volume_subpath for KubernetesExecutor

• [AIRFLOW-2466] consider task_id in _change_state_for_tis_without_dagrun

• [AIRFLOW-2519] Fix CeleryExecutor with SQLAlchemy

• [AIRFLOW-2402] Fix RBAC task log

• [AIRFLOW-XXX] Add M4U to user list

• [AIRFLOW-2536] docs about how to deal with Airflow initdb failure

• [AIRFLOW-2530] KubernetesOperator supports multiple clusters

• [AIRFLOW-1499] Eliminate duplicate and unneeded code

• [AIRFLOW-2521] backfill - make variable name and logging messages more accurate

• [AIRFLOW-2429] Fix hook, macros folder flake8 error

• [Airflow-XXX] add Prime to company list

• [AIRFLOW-2525] Fix PostgresHook.copy_expert to work with “COPY FROM”

• [AIRFLOW-2515] Add dependency on thrift_sasl to hive extra

• [AIRFLOW-2523] Add how-to for managing GCP connections

• [AIRFLOW-2510] Introduce new macros: prev_ds and next_ds

• [AIRFLOW-1730] Unpickle value of XCom queried from DB

• [AIRFLOW-2518] Fix broken ToC links in integration.rst

• [AIRFLOW-1472] Fix SLA misses triggering on skipped tasks.

• [AIRFLOW-2520] CLI - make backfill less verbose

• [AIRFLOW-2107] add time_partitioning to run_query on BigQueryBaseCursor

• [AIRFLOW-1057][AIRFLOW-1380][AIRFLOW-2362][2362] AIRFLOW Update DockerOperator to new API

• [AIRFLOW-2415] Make Airflow DAG templating render numbers

• [AIRFLOW-2473] Fix wrong skip condition for TransferTests

• [AIRFLOW-2472] Implement MySqlHook.bulk_dump

• [AIRFLOW-2419] Use default view for subdag operator

• [AIRFLOW-2498] Fix Unexpected argument in SFTP Sensor

• [AIRFLOW-2509] Separate config docs into how-to guides

• [AIRFLOW-2429] Add BaseExecutor back

• [AIRFLOW-2429] Fix dag, example_dags, executors flake8 error

• [AIRFLOW-2502] Change Single triple quotes to double for docstrings

• [AIRFLOW-2503] Fix broken links in CONTRIBUTING.md

• [AIRFLOW-2501] Refer to devel instructions in docs contrib guide

• [AIRFLOW-2429] Fix contrib folder’s flake8 errors

• [AIRFLOW-2471] Fix HiveCliHook.load_df to use unused parameters

• [AIRFLOW-2495] Update celery to 4.1.1

• [AIRFLOW-2429] Fix api, bin, config_templates folders flake8 error

• [AIRFLOW-2493] Mark template_fields of all Operators in the API document as “templated”

• [AIRFLOW-2489] Update FlaskAppBuilder to 1.11.1

• [AIRFLOW-2448] Enhance HiveCliHook.load_df to work with datetime

• [AIRFLOW-2487] Enhance druid ingestion hook

• [AIRFLOW-2397] Support affinity policies for Kubernetes executor/operator

• [AIRFLOW-2482] Add test for rewrite method in GCS Hook

• [AIRFLOW-2481] Fix flaky Kubernetes test

• [AIRFLOW-2479] Improve doc FAQ section

• [AIRFLOW-2485] Fix Incorrect logging for Qubole Sensor

• [AIRFLOW-2486] Remove unnecessary slash after port

• [AIRFLOW-2429] Make Airflow flake8 compliant

• [AIRFLOW-2491] Resolve flask version conflict

• [AIRFLOW-2484] Remove duplicate key in MySQL to GCS Op

• [AIRFLOW-2458] Add cassandra-to-gcs operator

• [AIRFLOW-2477] Improve time units for task duration and landing times charts for RBAC UI

• [AIRFLOW-2474] Only import snakebite if using py2

• [AIRFLOW-48] Parse connection uri querystring

• [AIRFLOW-2467][AIRFLOW-2] Update import direct warn message to use the module name

• [AIRFLOW-XXX] Fix order of companies

• [AIRFLOW-2452] Document field_dict must be OrderedDict

• [AIRFLOW-2420] Azure Data Lake Hook

• [AIRFLOW-2213] Add Qubole check operator

• [AIRFLOW-2465] Fix wrong module names in the doc

• [AIRFLOW-1929] Modifying TriggerDagRunOperator to accept execution_date

• [AIRFLOW-2460] Users can now use volume mounts and volumes

• [AIRFLOW-2110][AIRFLOW-2122] Enhance Http Hook

• [AIRFLOW-XXX] Updated contributors list

• [AIRFLOW-2435] Add launch_type to ECSOperator to allow FARGATE

• [AIRFLOW-2451] Remove extra slash (‘/’) char when using wildcard in gcs_to_gcs operator

• [AIRFLOW-2461] Add support for cluster scaling on dataproc operator

• [AIRFLOW-2376] Fix no hive section error

• [AIRFLOW-2425] Add lineage support

• [AIRFLOW-2430] Extend query batching to additional slow queries

• [AIRFLOW-2453] Add default nil value for kubernetes/git_subpath

• [AIRFLOW-2396] Add support for resources in kubernetes operator

• [AIRFLOW-2169] Encode binary data with base64 before importing to BigQuery

• [AIRFLOW-XXX] Add spotahome in user list

• [AIRFLOW-2457] Update FAB version requirement

• [AIRFLOW-2454][Airflow 2454] Support imagePullPolicy for k8s

• [AIRFLOW-2450] update supported k8s versions to 1.9 and 1.10

• [AIRFLOW-2333] Add Segment Hook and TrackEventOperator

• [AIRFLOW-2442][AIRFLOW-2] Airflow run command leaves database connections open

• [AIRFLOW-2016] assign template_fields for Dataproc Workflow Template sub-classes, not base class

• [AIRFLOW-2446] Add S3ToRedshiftTransfer into the “Integration” doc

• [AIRFLOW-2449] Fix operators.py to run all test cases

• [AIRFLOW-2424] Add dagrun status endpoint and increased k8s test coverage

• [AIRFLOW-2441] Fix bugs in HiveCliHook.load_df

• [AIRFLOW-2358][AIRFLOW-201804] Make the Kubernetes example optional

• [AIRFLOW-2436] Remove cli_logger in initdb

• [AIRFLOW-2444] Remove unused option(include_adhoc) in cli backfill command

• [AIRFLOW-2447] Fix TestHiveMetastoreHook to run all cases

• [AIRFLOW-2445] Allow templating in kubernetes operator

• [AIRFLOW-2086][AIRFLOW-2393] Customize default dagrun number in tree view

• [AIRFLOW-2437] Add PubNub to list of current Airflow users

• [AIRFLOW-XXX] Add Quantopian to list of Airflow users

• [AIRFLOW-1978] Add WinRM windows operator and hook

• [AIRFLOW-2427] Add tests to named hive sensor

• [AIRFLOW-2412] Fix HiveCliHook.load_file to address HIVE-10541

• [AIRFLOW-2431] Add the navigation bar color parameter for RBAC UI

• [AIRFLOW-2407] Resolve Python undefined names

• [AIRFLOW-1952] Add the navigation bar color parameter

• [AIRFLOW-2222] Implement GoogleCloudStorageHook.rewrite

• [AIRFLOW-2426] Add Google Cloud Storage Hook tests

• [AIRFLOW-2418] Bump Flask-WTF

• [AIRFLOW-2417] Wait for pod is not running to end task

• [AIRFLOW-1914] Add other charset support to email utils

• [AIRFLOW-XXX] Update README.md with Craig@Work

• [AIRFLOW-1899] Fix Kubernetes tests

• [AIRFLOW-1812] Update logging example

• [AIRFLOW-2313] Add TTL parameters for Dataproc

• [AIRFLOW-2411] add dataproc_jars to templated_fields

• [AIRFLOW-XXX] Add Reddit to Airflow users

• [AIRFLOW-XXX] Fix wrong table header in scheduler.rst

• [AIRFLOW-2409] Supply password as a parameter

• [AIRFLOW-2410][AIRFLOW-75] Set the timezone in the RBAC Web UI

• [AIRFLOW-2394] default cmds and arguments in kubernetes operator

• [AIRFLOW-2406] Add Apache2 License Shield to Readme

• [AIRFLOW-2404] Add additional documentation for unqueued task

• [AIRFLOW-2400] Add Ability to set Environment Variables for K8s

• [AIRFLOW-XXX] Add Twine Labs as an Airflow user

• [AIRFLOW-1853] Show only the desired number of runs in tree view

• [AIRFLOW-2401] Document the use of variables in Jinja template

• [AIRFLOW-2403] Fix License Headers

• [AIRFLOW-1313] Fix license header

• [AIRFLOW-2398] Add BounceX to list of current Airflow users

• [AIRFLOW-2363] Fix return type bug in TaskHandler

• [AIRFLOW-2389] Create a pinot db api hook

• [AIRFLOW-2390] Resolve FlaskWTFDeprecationWarning

• [AIRFLOW-1933] Fix some typos

• [AIRFLOW-1960] Add support for secrets in kubernetes operator

• [AIRFLOW-1313] Add vertica_to_mysql operator

• [AIRFLOW-1575] Add AWS Kinesis Firehose Hook for inserting batch records

• [AIRFLOW-2266][AIRFLOW-2343] Remove google-cloud-dataflow dependency

• [AIRFLOW-2370] Implement –use_random_password in create_user

• [AIRFLOW-2348] Strip path prefix from the destination_object when source_object contains a wildcard[]

• [AIRFLOW-2391] Fix to Flask 0.12.2

• [AIRFLOW-2381] Fix the flaky ApiPasswordTests test

• [AIRFLOW-2378] Add Groupon to list of current users

• [AIRFLOW-2382] Fix wrong description for delimiter

• [AIRFLOW-2380] Add support for environment variables in Spark submit operator.

• [AIRFLOW-2377] Improve Sendgrid sender support

• [AIRFLOW-2331] Support init action timeout on dataproc cluster create

• [AIRFLOW-1835] Update docs: Variable file is json

• [AIRFLOW-1781] Make search case-insensitive in LDAP group

• [AIRFLOW-2042] Fix browser menu appearing over the autocomplete menu

• [AIRFLOW-XXX] Remove wheelhouse files from travis not owned by travis

• [AIRFLOW-2336] Use hmsclient in hive_hook

• [AIRFLOW-2041] Correct Syntax in Python examples

• [AIRFLOW-74] SubdagOperators can consume all celeryd worker processes

• [AIRFLOW-2369] Fix gcs tests

• [AIRFLOW-2365] Fix autocommit attribute check

• [AIRFLOW-2068] MesosExecutor allows optional Docker image

• [AIRFLOW-1652] Push DatabricksRunSubmitOperator metadata into XCOM

• [AIRFLOW-2234] Enable insert_rows for PrestoHook

• [AIRFLOW-2208][Airflow-22208] Link to same DagRun graph from TaskInstance view

• [AIRFLOW-1153] Allow HiveOperators to take hiveconfs

• [AIRFLOW-775] Fix autocommit settings with Jdbc hook

• [AIRFLOW-2364] Warn when setting autocommit on a connection which does not support it

• [AIRFLOW-2357] Add persistent volume for the logs

• [AIRFLOW-766] Skip conn.commit() when in Auto-commit

• [AIRFLOW-2351] Check for valid default_args start_date

• [AIRFLOW-1433] Set default rbac to initdb

• [AIRFLOW-2270] Handle removed tasks in backfill

• [AIRFLOW-2344] Fix connections -l to work with pipe/redirect

• [AIRFLOW-2300] Add S3 Select functionality to S3ToHiveTransfer

• [AIRFLOW-1314] Cleanup the config

• [AIRFLOW-1314] Polish some of the Kubernetes docs/config

• [AIRFLOW-1314] Improve error handling

• [AIRFLOW-1999] Add per-task GCP service account support

• [AIRFLOW-1314] Rebasing against master

• [AIRFLOW-1314] Small cleanup to address PR comments (#24)

• [AIRFLOW-1314] Add executor_config and tests

• [AIRFLOW-1314] Improve k8s support

• [AIRFLOW-1314] Use VolumeClaim for transporting DAGs

• [AIRFLOW-1314] Create integration testing environment

• [AIRFLOW-1314] Git Mode to pull in DAGs for Kubernetes Executor

• [AIRFLOW-1314] Add support for volume mounts & Secrets in Kubernetes Executor

• [AIRFLOW=1314] Basic Kubernetes Mode

• [AIRFLOW-2326][AIRFLOW-2222] remove contrib.gcs_copy_operator

• [AIRFLOW-2328] Fix empty GCS blob in S3ToGoogleCloudStorageOperator

• [AIRFLOW-2350] Fix grammar in UPDATING.md

• [AIRFLOW-2302] Fix documentation

• [AIRFLOW-2345] pip is not used in this setup.py

• [AIRFLOW-2347] Add Banco de Formaturas to Readme

• [AIRFLOW-2346] Add Investorise as official user of Airflow

• [AIRFLOW-2330] Do not append destination prefix if not given

• [AIRFLOW-2240][DASK] Added TLS/SSL support for the dask-distributed scheduler.

• [AIRFLOW-2309] Fix duration calculation on TaskFail

• [AIRFLOW-2335] fix issue with jdk8 download for ci

• [AIRFLOW-2184] Add druid_checker_operator

• [AIRFLOW-2299] Add S3 Select functionality to S3FileTransformOperator

• [AIRFLOW-2254] Put header as first row in unload

• [AIRFLOW-610] Respect _cmd option in config before defaults

• [AIRFLOW-2287] Fix incorrect ASF headers

• [AIRFLOW-XXX] Add Zego as an Apache Airflow user

• [AIRFLOW-952] fix save empty extra field in UI

• [AIRFLOW-1325] Add ElasticSearch log handler and reader

• [AIRFLOW-2301] Sync files of an S3 key with a GCS path

• [AIRFLOW-2293] Fix S3FileTransformOperator to work with boto3

• [AIRFLOW-3212][AIRFLOW-2314] Remove only leading slash in GCS path

• [AIRFLOW-1509][AIRFLOW-442] SFTP Sensor

• [AIRFLOW-2291] Add optional params to ML Engine

• [AIRFLOW-1774] Allow consistent templating of arguments in MLEngineBatchPredictionOperator

• [AIRFLOW-2302] Add missing operators and hooks

• [AIRFLOW-2312] Docs Typo Correction: Corresponding

• [AIRFLOW-1623] Trigger on_kill method in operators

• [AIRFLOW-2162] When impersonating another user, pass env variables to sudo

• [AIRFLOW-2304] Update quickstart doc to mention scheduler part

• [AIRFLOW-1633] docker_operator needs a way to set shm_size

• [AIRFLOW-1340] Add S3 to Redshift transfer operator

• [AIRFLOW-2303] Lists the keys inside an S3 bucket

• [AIRFLOW-2209] restore flask_login imports

• [AIRFLOW-2306] Add Bonnier Broadcasting to list of current users

• [AIRFLOW-2305][AIRFLOW-2027] Fix CI failure caused by []

• [AIRFLOW-2281] Add support for Sendgrid categories

• [AIRFLOW-2027] Only trigger sleep in scheduler after all files have parsed

• [AIRFLOW-2256] SparkOperator: Add Client Standalone mode and retry mechanism

• [AIRFLOW-2284] GCS to S3 operator

• [AIRFLOW-2287] Update license notices

• [AIRFLOW-2296] Add Cinimex DataLab to Readme

• [AIRFLOW-2298] Add Kalibrr to who uses Airflow

• [AIRFLOW-2292] Fix docstring for S3Hook.get_wildcard_key

• [AIRFLOW-XXX] Update PR template

• [AIRFLOW-XXX] Remove outdated migrations.sql

• [AIRFLOW-2287] Add license header to docs/Makefile

• [AIRFLOW-2286] Add tokopedia to the readme

• [AIRFLOW-2273] Add Discord webhook operator/hook

• [AIRFLOW-2282] Fix grammar in UPDATING.md

• [AIRFLOW-2200] Add snowflake operator with tests

• [AIRFLOW-2178] Add handling on SLA miss errors

• [AIRFLOW-2169] Fix type ‘bytes’ is not JSON serializable in python3

• [AIRFLOW-2215] Pass environment to subprocess.Popen in base_task_runner

• [AIRFLOW-2253] Add Airflow CLI instrumentation

• [AIRFLOW-2274] Fix Dataflow tests

• [AIRFLOW-2269] Add Custom Ink as an Airflow user

• [AIRFLOW-2259] Dataflow Hook Index out of range

• [AIRFLOW-2233] Update updating.md to include the info of hdfs_sensors renaming

• [AIRFLOW-2217] Add Slack webhook operator

• [AIRFLOW-1729] improve DagBag time

• [AIRFLOW-2264] Improve create_user cli help message

• [AIRFLOW-2260][AIRFLOW-2260] SSHOperator add command template .sh files

• [AIRFLOW-2261] Check config/env for remote base log folder

• [AIRFLOW-2258] Allow import of Parquet-format files into BigQuery

• [AIRFLOW-1430] Include INSTALL instructions to avoid GPL

• [AIRFLOW-1430] Solve GPL dependency

• [AIRFLOW-2251] Add Thinknear as an Airflow user

• [AIRFLOW-2244] bugfix: remove legacy LongText code from models.py

• [AIRFLOW-2247] Fix RedshiftToS3Transfer not to fail with ValueError

• [AIRFLOW-2249] Add side-loading support for Zendesk Hook

• [AIRFLOW-XXX] Add Qplum to Airflow users

• [AIRFLOW-2228] Enhancements in ValueCheckOperator

• [AIRFLOW-1206] Typos

• [AIRFLOW-2060] Update pendulum version to 1.4.4

• [AIRFLOW-2248] Fix wrong param name in RedshiftToS3Transfer doc

• [AIRFLOW-1433][AIRFLOW-85] New Airflow Webserver UI with RBAC support

• [AIRFLOW-1235] Fix webserver’s odd behaviour

• [AIRFLOW-1460] Allow restoration of REMOVED TI’s

• [AIRFLOW-2235] Fix wrong docstrings in two operators

• [AIRFLOW-XXX] Fix chronological order for companies using Airflow

• [AIRFLOW-2124] Upload Python file to a bucket for Dataproc

• [AIRFLOW-2212] Fix ungenerated sensor API reference

• [AIRFLOW-2226] Rename google_cloud_storage_default to google_cloud_default

• [AIRFLOW-2211] Rename hdfs_sensors.py to hdfs_sensor.py for consistency

• [AIRFLOW-2225] Update document to include DruidDbApiHook

• [Airflow-2202] Add filter support in HiveMetastoreHook().max_partition()

• [AIRFLOW-2220] Remove duplicate numeric list entry in security.rst

• [AIRFLOW-XXX] Update tutorial documentation

• [AIRFLOW-2215] Update celery task to preserve environment variables and improve logging on exception

• [AIRFLOW-2185] Use state instead of query param

• [AIRFLOW-2183] Refactor DruidHook to enable sql

• [AIRFLOW-2203] Defer cycle detection

• [AIRFLOW-2203] Remove Useless Commands.

• [AIRFLOW-2203] Cache signature in apply_defaults

• [AIRFLOW-2203] Speed up Operator Resources

• [AIRFLOW-2203] Cache static rules (trigger/weight)

• [AIRFLOW-2203] Store task ids as sets not lists

• [AIRFLOW-2205] Remove unsupported args from JdbcHook doc

• [AIRFLOW-2207] Fix flaky test that uses app.cached_app()

• [AIRFLOW-2206] Remove unsupported args from JdbcOperator doc

• [AIRFLOW-2140] Add Kubernetes scheduler to SparkSubmitOperator

• [AIRFLOW-XXX] Add Xero to list of users

• [AIRFLOW-2204] Fix webserver debug mode

• [AIRFLOW-102] Fix test_complex_template always succeeds

• [AIRFLOW-442] Add SFTPHook

• [AIRFLOW-2169] Add schema to MySqlToGoogleCloudStorageOperator

• [AIRFLOW-2184][AIRFLOW-2138] Google Cloud Storage allow wildcards

• [AIRFLOW-1588] Cast Variable value to string

• [AIRFLOW-2199] Fix invalid reference to logger

• [AIRFLOW-2191] Change scheduler heartbeat logs from info to debug

• [AIRFLOW-2106] SalesForce hook sandbox option

• [AIRFLOW-2197] Silence hostname_callable config error message

• [AIRFLOW-2150] Use lighter call in HiveMetastoreHook().max_partition()

• [AIRFLOW-2186] Change the way logging is carried out in few ops

• [AIRFLOW-2181] Convert password_auth and test_password_endpoints from DOS to UNIX

• [AIRFLOW-2187] Fix Broken Travis CI due to AIRFLOW-2123

• [AIRFLOW-2175] Check that filepath is not None

• [AIRFLOW-2173] Don’t check task IDs for concurrency reached check

• [AIRFLOW-2168] Remote logging for Azure Blob Storage

• [AIRFLOW-XXX] Add DocuTAP to list of users

• [AIRFLOW-2176] Change the way logging is carried out in BQ Get Data Operator

• [AIRFLOW-2177] Add mock test for GCS Download op

• [AIRFLOW-2123] Install CI dependencies from setup.py

• [AIRFLOW-2129] Presto hook calls _parse_exception_message but defines _get_pretty_exception_message

• [AIRFLOW-2174] Fix typos and wrongly rendered documents

• [AIRFLOW-2171] Store delegated credentials

• [AIRFLOW-2166] Restore BQ run_query dialect param

• [AIRFLOW-2163] Add HBC Digital to users of Airflow

• [AIRFLOW-2065] Fix race-conditions when creating loggers

• [AIRFLOW-2147] Plugin manager: added ‘sensors’ attribute

• [AIRFLOW-2059] taskinstance query is awful, un-indexed, and does not scale

• [AIRFLOW-2159] Fix a few typos in salesforce_hook

• [AIRFLOW-2132] Add step to initialize database

• [AIRFLOW-2160] Fix bad rowid deserialization

• [AIRFLOW-2161] Add Vevo to list of companies using Airflow

• [AIRFLOW-2149] Add link to apache Beam documentation to create self executing Jar

• [AIRFLOW-2151] Allow getting the session from AwsHook

• [AIRFLOW-2097] tz referenced before assignment

• [AIRFLOW-2152] Add Multiply to list of companies using Airflow

• [AIRFLOW-1551] Add operator to trigger Jenkins job

• [AIRFLOW-2034] Fix mixup between %s and {} when using str.format

• [AIRFLOW-2102] Add custom_args to Sendgrid personalizations

• [AIRFLOW-1035][AIRFLOW-1053] import unicode_literals to parse Unicode in HQL

• [AIRFLOW-2127] Keep loggers during DB migrations

• [AIRFLOW-2146] Resolve issues with BQ using DbApiHook methods

• [AIRFLOW-2087] Scheduler Report shows incorrect Total task number

• [AIRFLOW-2139] Remove unnecessary boilerplate to get DataFrame using pandas_gbq

• [AIRFLOW-2125] Using binary package psycopg2-binary

• [AIRFLOW-2142] Include message on mkdir failure

• [AIRFLOW-1615] SSHHook: use port specified by Connection

• [AIRFLOW-2122] Handle boolean values in sshHook

• [AIRFLOW-XXX] Add Tile to the list of users

• [AIRFLOW-2130] Add missing Operators to API Reference docs

• [AIRFLOW-XXX] Add timeout units (seconds)

• [AIRFLOW-2134] Add Alan to the list of companies that use Airflow

• [AIRFLOW-2133] Remove references to GitHub issues in CONTRIBUTING

• [AIRFLOW-2131] Remove confusing AirflowImport docs

• [AIRFLOW-1852] Allow hostname to be overridable.

• [AIRFLOW-2126] Add Bluecore to active users

• [AIRFLOW-1618] Add feature to create GCS bucket

• [AIRFLOW-2108] Fix log indentation in BashOperator

• [AIRFLOW-2115] Fix doc links to PythonHosted

• [AIRFLOW-XXX] Add contributor from Easy company

• [AIRFLOW-1882] Add ignoreUnknownValues option to gcs_to_bq operator

• [AIRFLOW-2089] Add on kill for SparkSubmit in Standalone Cluster

• [AIRFLOW-2113] Address missing DagRun callbacks Given that the handle_callback method belongs to the DAG object, we are able to get the list of task directly with get_task and reduce the communication with the database, making Airflow more lightweight.

• [AIRFLOW-2112] Fix svg width for Recent Tasks on UI.

• [AIRFLOW-2116] Set CI Cloudant version to <2.0

• [AIRFLOW-XXX] Add PMC to list of companies using Airflow

• [AIRFLOW-2100] Fix Broken Documentation Links

• [AIRFLOW-1404] Add ‘flatten_results’ & ‘maximum_bytes_billed’ to BQ Operator

• [AIRFLOW-800] Initialize valid Google BigQuery Connection

• [AIRFLOW-1319] Fix misleading SparkSubmitOperator and SparkSubmitHook docstring

• [AIRFLOW-1983] Parse environment parameter as template

• [AIRFLOW-2095] Add operator to create External BigQuery Table

• [AIRFLOW-2085] Add SparkJdbc operator

• [AIRFLOW-1002] Add ability to clean all dependencies of removed DAG

• [AIRFLOW-2094] Jinjafied project_id, region & zone in DataProc{*} Operators

• [AIRFLOW-2092] Fixed incorrect parameter in docstring for FTPHook

• [AIRFLOW-XXX] Add SocialCops to Airflow users

• [AIRFLOW-2088] Fix duplicate keys in MySQL to GCS Helper function

• [AIRFLOW-2091] Fix incorrect docstring parameter in BigQuery Hook

• [AIRFLOW-2090] Fix typo in DataStore Hook

• [AIRFLOW-1157] Fix missing pools crashing the scheduler

• [AIRFLOW-713] Jinjafy {EmrCreateJobFlow,EmrAddSteps}Operator attributes

• [AIRFLOW-2083] Docs: Use “its” instead of “it’s” where appropriate

• [AIRFLOW-2066] Add operator to create empty BQ table

• [AIRFLOW-XXX] add Karmic to list of companies

• [AIRFLOW-2073] Make FileSensor fail when the file doesn’t exist

• [AIRFLOW-2078] Improve task_stats and dag_stats performance

• [AIRFLOW-2080] Use a log-out icon instead of a power button

• [AIRFLOW-2077] Fetch all pages of list_objects_v2 response

• [AIRFLOW-XXX] Add TM to list of companies

• [AIRFLOW-1985] Impersonation fixes for using run_as_user

• [AIRFLOW-2018][AIRFLOW-2] Make Sensors backward compatible

• [AIRFLOW-XXX] Fix typo in concepts doc (dag_md)

• [AIRFLOW-2069] Allow Bytes to be uploaded to S3

• [AIRFLOW-2074] Fix log var name in GHE auth

• [AIRFLOW-1927] Convert naive datetimes for TaskInstances

• [AIRFLOW-1760] Password auth for experimental API

• [AIRFLOW-2038] Add missing kubernetes dependency for dev

• [AIRFLOW-2040] Escape special chars in task instance logs URL

• [AIRFLOW-1968][AIRFLOW-1520] Add role_arn and aws_account_id/aws_iam_role support back to aws hook

• [AIRFLOW-2048] Fix task instance failure string formatting

• [AIRFLOW-2046] Fix kerberos error to work with Python 3.x

• [AIRFLOW-2063] Add missing docs for GCP

• [AIRFLOW-XXX] Fix typo in docs

• [AIRFLOW-1793] Use docker_url instead of invalid base_url

• [AIRFLOW-2055] Elaborate on slightly ambiguous documentation

• [AIRFLOW-2039] BigQueryOperator supports priority property

• [AIRFLOW-2053] Fix quote character bug in BQ hook

• [AIRFLOW-2057] Add Overstock to list of companies

• [AIRFLOW-XXX] Add Plaid to Airflow users

• [AIRFLOW-2044] Add SparkSubmitOperator to documentation

• [AIRFLOW-2037] Add methods to get Hash values of a GCS object

• [AIRFLOW-2050] Fix Travis permission problem

• [AIRFLOW-2043] Add Intercom to list of companies

• [AIRFLOW-2023] Add debug logging around number of queued files

• [AIRFLOW-XXX] Add Pernod-ricard as an Airflow user

• [AIRFLOW-1453] Add ‘steps’ into template_fields in EmrAddSteps

• [AIRFLOW-2015] Add flag for interactive runs

• [AIRFLOW-1895] Fix primary key integrity for mysql

• [AIRFLOW-2030] Fix KeyError: 'i' in DbApiHook for insert

• [AIRFLOW-1943] Add External BigQuery Table feature

• [AIRFLOW-2033] Add Google Cloud Storage List Operator

• [AIRFLOW-2006] Add local log catching to kubernetes operator

• [AIRFLOW-2031] Add missing gcp_conn_id in the example in DataFlow docstrings

• [AIRFLOW-2029] Fix AttributeError in BigQueryPandasConnector

• [AIRFLOW-2028] Add JobTeaser to official users list

• [AIRFLOW-2016] Add support for Dataproc Workflow Templates

• [AIRFLOW-2025] Reduced Logging verbosity

• [AIRFLOW-1267][AIRFLOW-1874] Add dialect parameter to BigQueryHook

• [AIRFLOW-XXX] Fixed a typo

• [AIRFLOW-XXX] Typo node to nodes

• [AIRFLOW-2019] Update DataflowHook for updating Streaming type job

• [AIRFLOW-2017][Airflow 2017] adding query output to PostgresOperator

• [AIRFLOW-1889] Split sensors into separate files

• [AIRFLOW-1950] Optionally pass xcom_pull task_ids

• [AIRFLOW-1755] Allow mount below root

• [AIRFLOW-511][Airflow 511] add success/failure callbacks on dag level

• [AIRFLOW-192] Add weight_rule param to BaseOperator

• [AIRFLOW-2008] Use callable for Python column defaults

• [AIRFLOW-1984] Fix to AWS Batch operator

• [AIRFLOW-2000] Support non-main dataflow job class

• [AIRFLOW-2003] Use flask-caching instead of flask-cache

• [AIRFLOW-2002] Do not swallow exception on logging import

• [AIRFLOW-2004] Import flash from flask not flask.login

• [AIRFLOW-1997] Fix GCP operator doc strings

• [AIRFLOW-1996] Update DataflowHook wait_for_done for Streaming type job

• [AIRFLOW-1995][Airflow 1995] add on_kill method to SqoopOperator

• [AIRFLOW-1770] Allow HiveOperator to take in a file

• [AIRFLOW-1994] Change background color of Scheduled state Task Instances

• [AIRFLOW-1436][AIRFLOW-1475] EmrJobFlowSensor considers Cancelled step as Successful

• [AIRFLOW-1517] Kubernetes operator PR fixes

• [AIRFLOW-1517] Addressed PR comments

• [AIRFLOW-1517] Started documentation of k8s operator

• [AIRFLOW-1517] Restore authorship of resources

• [AIRFLOW-1517] Remove authorship of resources

• [AIRFLOW-1517] Add minikube for kubernetes integration tests

• [AIRFLOW-1517] Restore authorship of resources

• [AIRFLOW-1517] fixed license issues

• [AIRFLOW-1517] Created more accurate failures for kube cluster issues

• [AIRFLOW-1517] Remove authorship of resources

• [AIRFLOW-1517] Add minikube for kubernetes integration tests

• [AIRFLOW-1988] Change BG color of None state TIs

• [AIRFLOW-790] Clean up TaskInstances without DagRuns

• [AIRFLOW-1949] Fix var upload, str() produces “b’…’” which is not json

• [AIRFLOW-1930] Convert func.now() to timezone.utcnow()

• [AIRFLOW-1688] Support load.time_partitioning in bigquery_hook

• [AIRFLOW-1975] Make TriggerDagRunOperator callback optional

• [AIRFLOW-1480] Render template attributes for ExternalTaskSensor fields

• [AIRFLOW-1958] Add kwargs to send_email

• [AIRFLOW-1976] Fix for missing log/logger attribute FileProcessHandler

• [AIRFLOW-1982] Fix Executor event log formatting

• [AIRFLOW-1971] Propagate hive config on impersonation

• [AIRFLOW-1969] Always use HTTPS URIs for Google OAuth2

• [AIRFLOW-1954] Add DataFlowTemplateOperator

• [AIRFLOW-1963] Add config for HiveOperator mapred_queue

• [AIRFLOW-1946][AIRFLOW-1855] Create a BigQuery Get Data Operator

• [AIRFLOW-1953] Add labels to dataflow operators

• [AIRFLOW-1967] Update celery to 4.0.2

• [AIRFLOW-1964] Add Upsight to list of Airflow users

• [AIRFLOW-XXX] Changelog for 1.9.0

• [AIRFLOW-1470] Implement BashSensor operator

• [AIRFLOW-XXX] Pin sqlalchemy dependency

• [AIRFLOW-1955] Do not reference unassigned variable

• [AIRFLOW-1957] Add contributor to BalanceHero in Readme

• [AIRFLOW-1517] Restore authorship of secrets and init container

• [AIRFLOW-1517] Remove authorship of secrets and init container

• [AIRFLOW-1935] Add BalanceHero to readme

• [AIRFLOW-1939] add astronomer contributors

• [AIRFLOW-1517] Kubernetes Operator

• [AIRFLOW-1928] Fix @once with catchup=False

• [AIRFLOW-1937] Speed up scheduling by committing in batch

• [AIRFLOW-1821] Enhance default logging config by removing extra loggers

• [AIRFLOW-1904] Correct DAG fileloc to the right filepath

• [AIRFLOW-1909] Update docs with supported versions of MySQL server

• [AIRFLOW-1915] Relax flask-wtf dependency specification

• [AIRFLOW-1920] Update CONTRIBUTING.md to reflect enforced linting rules

• [AIRFLOW-1942] Update Sphinx docs to remove deprecated import structure

• [AIRFLOW-1846][AIRFLOW-1697] Hide Ad Hoc Query behind secure_mode config

• [AIRFLOW-1948] Include details for on_kill failure

• [AIRFLOW-1938] Clean up unused exception

• [AIRFLOW-1932] Add GCP Pub/Sub Pull and Ack

• [AIRFLOW-XXX] Purge coveralls

• [AIRFLOW-XXX] Remove unused coveralls token

• [AIRFLOW-1938] Remove tag version check in setup.py

• [AIRFLOW-1916] Don’t upload logs to remote from run --raw

• [AIRFLOW-XXX] Fix failing PubSub tests on Python3

• [AIRFLOW-XXX] Upgrade to Python 3.5 and disable dask tests

• [AIRFLOW-1913] Add new GCP PubSub operators

• [AIRFLOW-1525] Fix minor LICENSE and NOTICE issues

• [AIRFLOW-1687] fix fernet error without encryption

• [AIRFLOW-1912] airflow.processor should not propagate logging

• [AIRFLOW-1911] Rename celeryd_concurrency

• [AIRFLOW-1885] Fix IndexError in ready_prefix_on_cmdline

• [AIRFLOW-1854] Improve Spark Submit operator for standalone cluster mode

• [AIRFLOW-1908] Fix celery broker options config load

• [AIRFLOW-1907] Pass max_ingestion_time to Druid hook

• [AIRFLOW-1909] Add away to list of users

• [AIRFLOW-1893][AIRFLOW-1901] Propagate PYTHONPATH when using impersonation

• [AIRFLOW-1892] Modify BQ hook to extract data filtered by column

• [AIRFLOW-1829] Support for schema updates in query jobs

• [AIRFLOW-1840] Make celery configuration congruent with Celery 4

• [AIRFLOW-1878] Fix stderr/stdout redirection for tasks

• [AIRFLOW-1897][AIRFLOW-1873] Task Logs for running instance not visible in WebUI

• [AIRFLOW-1896] FIX bleach <> html5lib incompatibility

• [AIRFLOW-1884][AIRFLOW-1059] Reset orphaned task state for external dagruns

• [AIRFLOW-XXX] Fix typo in comment

• [AIRFLOW-1869] Do not emit spurious warning on missing logs

• [AIRFLOW-1888] Add AWS Redshift Cluster Sensor

• [AIRFLOW-1887] Renamed endpoint url variable

• [AIRFLOW-1873] Set TI.try_number to right value depending TI state

• [AIRFLOW-1891] Fix non-ascii typo in default configuration template

• [AIRFLOW-1879] Handle ti log entirely within ti

• [AIRFLOW-1869] Write more error messages into gcs and file logs

• [AIRFLOW-1876] Write subtask id to task log header

• [AIRFLOW-1554] Fix wrong DagFileProcessor termination method call

• [AIRFLOW-342] Do not use amqp, rpc as result backend

• [AIRFLOW-966] Make celery broker_transport_options configurable

• [AIRFLOW-1881] Make operator log in task log

• [AIRFLOW-XXX] Added DataReply to the list of Airflow Users

• [AIRFLOW-1883] Get File Size for objects in Google Cloud Storage

• [AIRFLOW-1872] Set context for all handlers including parents

• [AIRFLOW-1855][AIRFLOW-1866] Add GCS Copy Operator to copy multiple files

• [AIRFLOW-1870] Enable flake8 tests

• [AIRFLOW-1785] Enable Python 3 tests

• [AIRFLOW-1850] Copy cmd before masking

• [AIRFLOW-1665] Reconnect on database errors

• [AIRFLOW-1559] Dispose SQLAlchemy engines on exit

• [AIRFLOW-1559] Close file handles in subprocesses

• [AIRFLOW-1559] Make database pooling optional

• [AIRFLOW-1848][Airflow-1848] Fix DataFlowPythonOperator py_file extension doc comment

• [AIRFLOW-1843] Add Google Cloud Storage Sensor with prefix

• [AIRFLOW-1803] Time zone documentation

• [AIRFLOW-1826] Update views to use timezone aware objects

• [AIRFLOW-1827] Fix api endpoint date parsing

• [AIRFLOW-1806] Use naive datetime when using cron

• [AIRFLOW-1809] Update tests to use timezone aware objects

• [AIRFLOW-1806] Use naive datetime for cron scheduling

• [AIRFLOW-1807] Force use of time zone aware db fields

• [AIRFLOW-1808] Convert all utcnow() to time zone aware

• [AIRFLOW-1804] Add time zone configuration options

• [AIRFLOW-1802] Convert database fields to timezone aware

• [AIRFLOW-XXX] Add dask lock files to excludes

• [AIRFLOW-1790] Add support for AWS Batch operator

• [AIRFLOW-XXX] Update README.md

• [AIRFLOW-1820] Remove timestamp from metric name

• [AIRFLOW-1810] Remove unused mysql import in migrations.

• [AIRFLOW-1838] Properly log collect_dags exception

• [AIRFLOW-1842] Fixed Super class name for the gcs to gcs copy operator

• [AIRFLOW-1845] Modal background now covers long or tall pages

• [AIRFLOW-1229] Add link to Run Id, incl execution_date

• [AIRFLOW-1842] Add gcs to gcs copy operator with renaming if required

• [AIRFLOW-1841] change False to None in operator and hook

• [AIRFLOW-1839] Fix more bugs in S3Hook boto -> boto3 migration

• [AIRFLOW-1830] Support multiple domains in Google authentication backend

• [AIRFLOW-1831] Add driver-classpath spark submit

• [AIRFLOW-1795] Correctly call S3Hook after migration to boto3

• [AIRFLOW-1811] Fix render Druid operator

• [AIRFLOW-1819] Fix slack operator unittest bug

• [AIRFLOW-1805] Allow Slack token to be passed through connection

• [AIRFLOW-1816] Add region param to Dataproc operators

• [AIRFLOW-868] Add postgres_to_gcs operator and unittests

• [AIRFLOW-1613] make mysql_to_gcs_operator py3 compatible

• [AIRFLOW-1817] use boto3 for s3 dependency

• [AIRFLOW-1813] Bug SSH Operator empty buffer

• [AIRFLOW-1801][AIRFLOW-288] Url encode execution dates

• [AIRFLOW-1563] Catch OSError while symlinking the latest log directory

• [AIRFLOW-1794] Remove uses of Exception.message for Python 3

• [AIRFLOW-1799] Fix logging line which raises errors

• [AIRFLOW-1102] Upgrade gunicorn >=19.4.0

• [AIRFLOW-1756] Fix S3TaskHandler to work with Boto3-based S3Hook

• [AIRFLOW-1797] S3Hook.load_string did not work on Python3

• [AIRFLOW-646] Add docutils to setup_requires

• [AIRFLOW-1792] Missing intervals DruidOperator

• [AIRFLOW-1789][AIRFLOW-1712] Log SSHOperator stderr to log.warning

• [AIRFLOW-1787] Fix task instance batch clear and set state bugs

• [AIRFLOW-1780] Fix long output lines with unicode from hanging parent

• [AIRFLOW-387] Close SQLAlchemy sessions properly

• [AIRFLOW-1779] Add keepalive packets to ssh hook

• [AIRFLOW-1669] Fix Docker and pin moto to 1.1.19

• [AIRFLOW-71] Add support for private Docker images

• [AIRFLOW-XXX] Give a clue what the ‘ds’ variable is

• [AIRFLOW-XXX] Correct typos in the faq docs page

• [AIRFLOW-1571] Add AWS Lambda Hook

• [AIRFLOW-1675] Fix docstrings for API docs

• [AIRFLOW-1712][AIRFLOW-756][AIRFLOW-751] Log SSHOperator output

• [AIRFLOW-1776] Capture stdout and stderr for logging

• [AIRFLOW-1765] Make experimental API securable without needing Kerberos.

• [AIRFLOW-1764] The web interface should not use the experimental API

• [AIRFLOW-1771] Rename heartbeat to avoid confusion

• [AIRFLOW-1769] Add support for templates in VirtualenvOperator

• [AIRFLOW-1763] Fix S3TaskHandler unit tests

• [AIRFLOW-1315] Add Qubole File & Partition Sensors

• [AIRFLOW-1018] Make processor use logging framework

• [AIRFLOW-1695] Add RedshiftHook using boto3

• [AIRFLOW-1706] Fix query error for MSSQL backend

• [AIRFLOW-1711] Use ldap3 dict for group membership

• [AIRFLOW-1723] Make sendgrid a plugin

• [AIRFLOW-1757] Add missing options to SparkSubmitOperator

• [AIRFLOW-1734][Airflow 1734] Sqoop hook/operator enhancements

• [AIRFLOW-1761] Fix type in scheduler.rst

• [AIRFLOW-1731] Set pythonpath for logging

• [AIRFLOW-1641] Handle executor events in the scheduler

• [AIRFLOW-1744] Make sure max_tries can be set

• [AIRFLOW-1732] Improve dataflow hook logging

• [AIRFLOW-1736] Add HotelQuickly to Who Uses Airflow

• [AIRFLOW-1657] Handle failing qubole operator

• [AIRFLOW-1677] Fix typo in example_qubole_operator

• [AIRFLOW-926] Fix JDBC Hook

• [AIRFLOW-1520] Boto3 S3Hook, S3Log

• [AIRFLOW-1716] Fix multiple __init__ def in SimpleDag

• [AIRFLOW-XXX] Fix DateTime in Tree View

• [AIRFLOW-1719] Fix small typo

• [AIRFLOW-1432] Charts label for Y axis not visible

• [AIRFLOW-1743] Verify ldap filters correctly

• [AIRFLOW-1745] Restore default signal disposition

• [AIRFLOW-1741] Correctly hide second chart on task duration page

• [AIRFLOW-1728] Add networkUri, subnet, tags to Dataproc operator

• [AIRFLOW-1726] Add copy_expert psycopg2 method to PostgresHook

• [AIRFLOW-1330] Add conn_type argument to CLI when adding connection

• [AIRFLOW-1698] Remove SCHEDULER_RUNS env var in systemd

• [AIRFLOW-1694] Stop using itertools.izip

• [AIRFLOW-1692] Change test_views filename to support Windows

• [AIRFLOW-1722] Fix typo in scheduler autorestart output filename

• [AIRFLOW-1723] Support sendgrid in email backend

• [AIRFLOW-1718] Set num_retries on Dataproc job request execution

• [AIRFLOW-1727] Add unit tests for DataProcHook

• [AIRFLOW-1631] Fix timing issue in unit test

• [AIRFLOW-1631] Fix local executor unbound parallelism

• [AIRFLOW-1724] Add Fundera to Who uses Airflow?

• [AIRFLOW-1683] Cancel BigQuery job on timeout.

• [AIRFLOW-1714] Fix misspelling: s/separate/separate/

• [AIRFLOW-1681] Add batch clear in task instance view

• [AIRFLOW-1696] Fix dataproc version label error

• [AIRFLOW-1613] Handle binary field in MySqlToGoogleCloudStorageOperator

• [AIRFLOW-1697] Mode to disable charts endpoint

• [AIRFLOW-1691] Add better Google cloud logging documentation

• [AIRFLOW-1690] Add detail to gcs error messages

• [AIRFLOW-1682] Make S3TaskHandler write to S3 on close

• [AIRFLOW-1634] Adds task_concurrency feature

• [AIRFLOW-1676] Make GCSTaskHandler write to GCS on close

• [AIRFLOW-1678] Fix erroneously repeated word in function docstrings

• [AIRFLOW-1323] Made Dataproc operator parameter names consistent

• [AIRFLOW-1590] fix unused module and variable

• [AIRFLOW-1671] Add @apply_defaults back to gcs download operator

• [AIRFLOW-988] Fix repeating SLA miss callbacks

• [AIRFLOW-1611] Customize logging

• [AIRFLOW-1668] Expose keepalives_idle for Postgres connections

• [AIRFLOW-1658] Kill Druid task on timeout

• [AIRFLOW-1669][AIRFLOW-1368] Fix Docker import

• [AIRFLOW-891] Make webserver clock include date

• [AIRFLOW-1560] Add AWS DynamoDB hook and operator for inserting batch items

• [AIRFLOW-1654] Show tooltips for link icons in DAGs view

• [AIRFLOW-1660] Change webpage width to full-width

• [AIRFLOW-1664] write file as binary instead of str

• [AIRFLOW-1659] Fix invalid obj attribute bug in file_task_handler.py

• [AIRFLOW-1635] Allow creating GCP connection without requiring a JSON file

• [AIRFLOW-1650] Fix custom celery config loading

• [AIRFLOW-1647] Fix Spark-sql hook

• [AIRFLOW-1587] Fix CeleryExecutor import error

• [Airflow-1640][AIRFLOW-1640] Add qubole default connection

• [AIRFLOW-1576] Added region param to Dataproc{*}Operators

• [AIRFLOW-1643] Add healthjump to officially using list

• [AIRFLOW-1626] Add Azri Solutions to Airflow users

• [AIRFLOW-1636] Add AWS and EMR connection type

• [AIRFLOW-1527] Refactor celery config

• [AIRFLOW-1639] Fix Fernet error handling

• [AIRFLOW-1637] Fix Travis CI build status link

• [AIRFLOW-1628] Fix docstring of sqlsensor

• [AIRFLOW-1331] add SparkSubmitOperator option

• [AIRFLOW-1627] Only query pool in SubDAG init when necessary

• [AIRFLOW-1629] Make extra a textarea in edit connections form

• [AIRFLOW-1368] Automatically remove Docker container on exit

• [AIRFLOW-289] Make Airflow timezone independent

• [AIRFLOW-1356] Add --celery_hostname to airflow worker

• [AIRFLOW-1247] Fix ignore_all_dependencies argument ignored

• [AIRFLOW-1621] Add tests for server side paging

• [AIRFLOW-1591] Avoid attribute error when rendering logging filename

• [AIRFLOW-1031] Replace hard-code to DagRun.ID_PREFIX

• [AIRFLOW-1604] Rename logger to log

• [AIRFLOW-1512] Add PythonVirtualenvOperator

• [AIRFLOW-1617] Fix XSS vulnerability in Variable endpoint

• [AIRFLOW-1497] Reset hidden fields when changing connection type

• [AIRFLOW-1619] Add poll_sleep parameter to GCP dataflow operator

• [AIRFLOW-XXX] Remove landscape.io config

• [AIRFLOW-XXX] Remove non working service badges

• [AIRFLOW-1177] Fix Variable.setdefault w/existing JSON

• [AIRFLOW-1600] Fix exception handling in get_fernet

• [AIRFLOW-1614] Replace inspect.stack() with sys._getframe()

• [AIRFLOW-1519] Add server side paging in DAGs list

• [AIRFLOW-1309] Allow hive_to_druid to take tblproperties

• [AIRFLOW-1613] Make MySqlToGoogleCloudStorageOperator compatible with python3

• [AIRFLOW-1603] add PAYMILL to companies list

• [AIRFLOW-1609] Fix gitignore to ignore all venvs

• [AIRFLOW-1601] Add configurable task cleanup time

Airflow 1.9.0 (2018-01-02)

Significant Changes

SSH Hook updates, along with new SSH Operator & SFTP Operator

SSH Hook now uses the Paramiko library to create an ssh client connection, instead of the sub-process based ssh command execution previously (<1.9.0), so this is backward incompatible.

• update SSHHook constructor

• use SSHOperator class in place of SSHExecuteOperator which is removed now. Refer to test_ssh_operator.py for usage info.

• SFTPOperator is added to perform secure file transfer from server A to server B. Refer to test_sftp_operator.py for usage info.

• No updates are required if you are using ftpHook, it will continue to work as is.

S3Hook switched to use Boto3

The airflow.hooks.S3_hook.S3Hook has been switched to use boto3 instead of the older boto (a.k.a. boto2). This results in a few backwards incompatible changes to the following classes: S3Hook:

• the constructors no longer accepts s3_conn_id. It is now called aws_conn_id.

• the default connection is now “aws_default” instead of “s3_default”

• the return type of objects returned by get_bucket is now boto3.s3.Bucket

• the return type of get_key, and get_wildcard_key is now an boto3.S3.Object.

If you are using any of these in your DAGs and specify a connection ID you will need to update the parameter name for the connection to “aws_conn_id”: S3ToHiveTransfer, S3PrefixSensor, S3KeySensor, RedshiftToS3Transfer.

Logging update

The logging structure of Airflow has been rewritten to make configuration easier and the logging system more transparent.

A quick recap about logging

A logger is the entry point into the logging system. Each logger is a named bucket to which messages can be written for processing. A logger is configured to have a log level. This log level describes the severity of the messages that the logger will handle. Python defines the following log levels: DEBUG, INFO, WARNING, ERROR or CRITICAL.

Each message that is written to the logger is a Log Record. Each log record contains a log level indicating the severity of that specific message. A log record can also contain useful metadata that describes the event that is being logged. This can include details such as a stack trace or an error code.

When a message is given to the logger, the log level of the message is compared to the log level of the logger. If the log level of the message meets or exceeds the log level of the logger itself, the message will undergo further processing. If it doesn’t, the message will be ignored.

Once a logger has determined that a message needs to be processed, it is passed to a Handler. This configuration is now more flexible and can be easily be maintained in a single file.

Changes in Airflow Logging

Airflow’s logging mechanism has been refactored to use Python’s built-in logging module to perform logging of the application. By extending classes with the existing LoggingMixin, all the logging will go through a central logger. Also the BaseHook and BaseOperator already extend this class, so it is easily available to do logging.

The main benefit is easier configuration of the logging by setting a single centralized python file. Disclaimer; there is still some inline configuration, but this will be removed eventually. The new logging class is defined by setting the dotted classpath in your ~/airflow/airflow.cfg file:

# Logging class
# Specify the class that will specify the logging configuration
# This class has to be on the python classpath
logging_config_class = my.path.default_local_settings.LOGGING_CONFIG

The logging configuration file needs to be on the PYTHONPATH, for example $AIRFLOW_HOME/config. This directory is loaded by default. Any directory may be added to the PYTHONPATH, this might be handy when the config is in another directory or a volume is mounted in case of Docker.

The config can be taken from airflow/config_templates/airflow_local_settings.py as a starting point. Copy the contents to ${AIRFLOW_HOME}/config/airflow_local_settings.py, and alter the config as is preferred.

#
# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements.  See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership.  The ASF licenses this file
# to you under the Apache License, Version 2.0 (the
# "License"); you may not use this file except in compliance
# with the License.  You may obtain a copy of the License at
#
#   http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing,
# software distributed under the License is distributed on an
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
# KIND, either express or implied.  See the License for the
# specific language governing permissions and limitations
# under the License.

import os

from airflow import configuration as conf

# TODO: Logging format and level should be configured
# in this file instead of from airflow.cfg. Currently
# there are other log format and level configurations in
# settings.py and cli.py. Please see AIRFLOW-1455.

LOG_LEVEL = conf.get('core', 'LOGGING_LEVEL').upper()
LOG_FORMAT = conf.get('core', 'log_format')

BASE_LOG_FOLDER = conf.get('core', 'BASE_LOG_FOLDER')
PROCESSOR_LOG_FOLDER = conf.get('scheduler', 'child_process_log_directory')

FILENAME_TEMPLATE = '{{ ti.dag_id }}/{{ ti.task_id }}/{{ ts }}/{{ try_number }}.log'
PROCESSOR_FILENAME_TEMPLATE = '{{ filename }}.log'

DEFAULT_LOGGING_CONFIG = {
    'version': 1,
    'disable_existing_loggers': False,
    'formatters': {
        'airflow.task': {
            'format': LOG_FORMAT,
        },
        'airflow.processor': {
            'format': LOG_FORMAT,
        },
    },
    'handlers': {
        'console': {
            'class': 'logging.StreamHandler',
            'formatter': 'airflow.task',
            'stream': 'ext://sys.stdout'
        },
        'file.task': {
            'class': 'airflow.utils.log.file_task_handler.FileTaskHandler',
            'formatter': 'airflow.task',
            'base_log_folder': os.path.expanduser(BASE_LOG_FOLDER),
            'filename_template': FILENAME_TEMPLATE,
        },
        'file.processor': {
            'class': 'airflow.utils.log.file_processor_handler.FileProcessorHandler',
            'formatter': 'airflow.processor',
            'base_log_folder': os.path.expanduser(PROCESSOR_LOG_FOLDER),
            'filename_template': PROCESSOR_FILENAME_TEMPLATE,
        }
        # When using s3 or gcs, provide a customized LOGGING_CONFIG
        # in airflow_local_settings within your PYTHONPATH, see UPDATING.md
        # for details
        # 's3.task': {
        #     'class': 'airflow.utils.log.s3_task_handler.S3TaskHandler',
        #     'formatter': 'airflow.task',
        #     'base_log_folder': os.path.expanduser(BASE_LOG_FOLDER),
        #     's3_log_folder': S3_LOG_FOLDER,
        #     'filename_template': FILENAME_TEMPLATE,
        # },
        # 'gcs.task': {
        #     'class': 'airflow.utils.log.gcs_task_handler.GCSTaskHandler',
        #     'formatter': 'airflow.task',
        #     'base_log_folder': os.path.expanduser(BASE_LOG_FOLDER),
        #     'gcs_log_folder': GCS_LOG_FOLDER,
        #     'filename_template': FILENAME_TEMPLATE,
        # },
    },
    'loggers': {
        '': {
            'handlers': ['console'],
            'level': LOG_LEVEL
        },
        'airflow': {
            'handlers': ['console'],
            'level': LOG_LEVEL,
            'propagate': False,
        },
        'airflow.processor': {
            'handlers': ['file.processor'],
            'level': LOG_LEVEL,
            'propagate': True,
        },
        'airflow.task': {
            'handlers': ['file.task'],
            'level': LOG_LEVEL,
            'propagate': False,
        },
        'airflow.task_runner': {
            'handlers': ['file.task'],
            'level': LOG_LEVEL,
            'propagate': True,
        },
    }
}

To customize the logging (for example, use logging rotate), define one or more of the logging handles that Python has to offer. For more details about the Python logging, please refer to the official logging documentation.

Furthermore, this change also simplifies logging within the DAG itself:

root@ae1bc863e815:/airflow# python
Python 3.6.2 (default, Sep 13 2017, 14:26:54)
[GCC 4.9.2] on linux
Type "help", "copyright", "credits" or "license" for more information.
>>> from airflow.settings import *
>>>
>>> from datetime import datetime
>>> from airflow.models.dag import DAG
>>> from airflow.operators.dummy import DummyOperator
>>>
>>> dag = DAG('simple_dag', start_date=datetime(2017, 9, 1))
>>>
>>> task = DummyOperator(task_id='task_1', dag=dag)
>>>
>>> task.log.error('I want to say something..')
[2017-09-25 20:17:04,927] {<stdin>:1} ERROR - I want to say something..

Template path of the file_task_handler

The file_task_handler logger has been made more flexible. The default format can be changed, {dag_id}/{task_id}/{execution_date}/{try_number}.log by supplying Jinja templating in the FILENAME_TEMPLATE configuration variable. See the file_task_handler for more information.

I’m using S3Log or GCSLogs, what do I do!?

If you are logging to Google cloud storage, please see the Google cloud platform documentation for logging instructions.

If you are using S3, the instructions should be largely the same as the Google cloud platform instructions above. You will need a custom logging config. The REMOTE_BASE_LOG_FOLDER configuration key in your airflow config has been removed, therefore you will need to take the following steps:

• Copy the logging configuration from airflow/config_templates/airflow_logging_settings.py.

• Place it in a directory inside the Python import path PYTHONPATH. If you are using Python 2.7, ensuring that any __init__.py files exist so that it is importable.

• Update the config by setting the path of REMOTE_BASE_LOG_FOLDER explicitly in the config. The REMOTE_BASE_LOG_FOLDER key is not used anymore.

• Set the logging_config_class to the filename and dict. For example, if you place custom_logging_config.py on the base of your PYTHONPATH, you will need to set logging_config_class = custom_logging_config.LOGGING_CONFIG in your config as Airflow 1.8.

New Features

Dask Executor

A new DaskExecutor allows Airflow tasks to be run in Dask Distributed clusters.

Deprecated Features

These features are marked for deprecation. They may still work (and raise a DeprecationWarning), but are no longer supported and will be removed entirely in Airflow 2.0

• If you’re using the google_cloud_conn_id or dataproc_cluster argument names explicitly in contrib.operators.Dataproc{*}Operator(s), be sure to rename them to gcp_conn_id or cluster_name, respectively. We’ve renamed these arguments for consistency. (AIRFLOW-1323)

• post_execute() hooks now take two arguments, context and result (AIRFLOW-886)

  Previously, post_execute() only took one argument, context.

• contrib.hooks.gcp_dataflow_hook.DataFlowHook starts to use --runner=DataflowRunner instead of DataflowPipelineRunner, which is removed from the package google-cloud-dataflow-0.6.0.

• The pickle type for XCom messages has been replaced by json to prevent RCE attacks. Note that JSON serialization is stricter than pickling, so if you want to e.g. pass raw bytes through XCom you must encode them using an encoding like base64. By default pickling is still enabled until Airflow 2.0. To disable it set enable_xcom_pickling = False in your Airflow config.

Changelog

• [AIRFLOW-1525] Fix minor LICENSE and NOTICE issues

• [AIRFLOW-XXX] Bump version to 1.9.0

• [AIRFLOW-1897][AIRFLOW-1873] Task Logs for running instance not visible in WebUI

• [AIRFLOW-XXX] Make sure session is committed

• [AIRFLOW-1896] FIX bleach <> html5lib incompatibility

• [AIRFLOW-XXX] Fix log handler test

• [AIRFLOW-1873] Set TI.try_number to right value depending TI state

• [AIRFLOW-1554] Fix wrong DagFileProcessor termination method call

• [AIRFLOW-1872] Set context for all handlers including parents

• [AIRFLOW-XXX] Add dask lock files to excludes

• [AIRFLOW-1839] Fix more bugs in S3Hook boto -> boto3 migration

• [AIRFLOW-1795] Correctly call S3Hook after migration to boto3

• [AIRFLOW-1813] Bug SSH Operator empty buffer

• [AIRFLOW-1794] Remove uses of Exception.message for Python 3

• [AIRFLOW-1799] Fix logging line which raises errors

• [AIRFLOW-1102] Upgrade gunicorn >=19.4.0

• [AIRFLOW-1756] Fix S3TaskHandler to work with Boto3-based S3Hook

• [AIRFLOW-1797] S3Hook.load_string did not work on Python3

• [AIRFLOW-1792] Missing intervals DruidOperator

• [AIRFLOW-1789][AIRFLOW-1712] Log SSHOperator stderr to log.warning

• [AIRFLOW-1669] Fix Docker and pin Moto to 1.1.19

• [AIRFLOW-71] Add support for private Docker images

• [AIRFLOW-1779] Add keepalive packets to ssh hook

• [AIRFLOW-XXX] Give a clue what the ‘ds’ variable is

• [AIRFLOW-XXX] Correct typos in the faq docs page

• [AIRFLOW-1571] Add AWS Lambda Hook

• [AIRFLOW-1675] Fix docstrings for API docs

• [AIRFLOW-1712][AIRFLOW-756][AIRFLOW-751] Log SSHOperator output

• [AIRFLOW-1776] Capture stdout and stderr for logging

• [AIRFLOW-1765] Make experimental API securable without needing Kerberos.

• [AIRFLOW-1764] The web interface should not use the experimental API

• [AIRFLOW-1634] Adds task_concurrency feature

• [AIRFLOW-1018] Make processor use logging framework

• [AIRFLOW-1695] Add RedshiftHook using boto3

• [AIRFLOW-1706] Fix query error for MSSQL backend

• [AIRFLOW-1711] Use ldap3 dict for group membership

• [AIRFLOW-1757] Add missing options to SparkSubmitOperator

• [AIRFLOW-1734][Airflow 1734] Sqoop hook/operator enhancements

• [AIRFLOW-1731] Set pythonpath for logging

• [AIRFLOW-1641] Handle executor events in the scheduler

• [AIRFLOW-1744] Make sure max_tries can be set

• [AIRFLOW-1330] Add conn_type argument to CLI when adding connection

• [AIRFLOW-926] Fix JDBC Hook

• [AIRFLOW-1520] Boto3 S3Hook, S3Log

• [AIRFLOW-XXX] Fix DateTime in Tree View

• [AIRFLOW-1432] Charts label for Y axis not visible

• [AIRFLOW-1743] Verify ldap filters correctly

• [AIRFLOW-1745] Restore default signal disposition

• [AIRFLOW-1741] Correctly hide second chart on task duration page

• [AIRFLOW-1726] Add copy_expert psycopg2 method to PostgresHook

• [AIRFLOW-1698] Remove SCHEDULER_RUNS env var in systemd

• [AIRFLOW-1694] Stop using itertools.izip

• [AIRFLOW-1692] Change test_views filename to support Windows

• [AIRFLOW-1722] Fix typo in scheduler autorestart output filename

• [AIRFLOW-1691] Add better Google Cloud logging documentation

• [AIRFLOW-1690] Add detail to gcs error messages

• [AIRFLOW-1682] Make S3TaskHandler write to S3 on close

• [AIRFLOW-1676] Make GCSTaskHandler write to GCS on close

• [AIRFLOW-1635] Allow creating GCP connection without requiring a JSON file

• [AIRFLOW-1323] Made Dataproc operator parameter names consistent

• [AIRFLOW-1590] fix unused module and variable

• [AIRFLOW-988] Fix repeating SLA miss callbacks

• [AIRFLOW-1611] Customize logging

• [AIRFLOW-1668] Expose keepalives_idle for Postgres connections

• [AIRFLOW-1658] Kill Druid task on timeout

• [AIRFLOW-1669][AIRFLOW-1368] Fix Docker import

• [AIRFLOW-1560] Add AWS DynamoDB hook and operator for inserting batch items

• [AIRFLOW-1654] Show tooltips for link icons in DAGs view

• [AIRFLOW-1660] Change webpage width to full-width

• [AIRFLOW-1664] write file as binary instead of str

• [AIRFLOW-1659] Fix invalid obj attribute bug in file_task_handler.py

• [AIRFLOW-1650] Fix custom celery config loading

• [AIRFLOW-1647] Fix Spark-sql hook

• [AIRFLOW-1587] Fix CeleryExecutor import error

• [AIRFLOW-1636] Add AWS and EMR connection type

• [AIRFLOW-1527] Refactor celery config

• [AIRFLOW-1639] Fix Fernet error handling

• [AIRFLOW-1628] Fix docstring of sqlsensor

• [AIRFLOW-1331] add SparkSubmitOperator option

• [AIRFLOW-1627] Only query pool in SubDAG init when necessary

• [AIRFLOW-1629] Make extra a textarea in edit connections form

• [AIRFLOW-1621] Add tests for server side paging

• [AIRFLOW-1519] Add server side paging in DAGs list

• [AIRFLOW-289] Make Airflow timezone independent

• [AIRFLOW-1356] Add --celery_hostname to airflow worker

• [AIRFLOW-1591] Avoid attribute error when rendering logging filename

• [AIRFLOW-1031] Replace hard-code to DagRun.ID_PREFIX

• [AIRFLOW-1604] Rename logger to log

• [AIRFLOW-1512] Add PythonVirtualenvOperator

• [AIRFLOW-1617] Fix XSS vulnerability in Variable endpoint

• [AIRFLOW-1497] Reset hidden fields when changing connection type

• [AIRFLOW-1177] Fix Variable.setdefault w/existing JSON

• [AIRFLOW-1600] Fix exception handling in get_fernet

• [AIRFLOW-1614] Replace inspect.stack() with sys._getframe()

• [AIRFLOW-1613] Make MySqlToGoogleCloudStorageOperator compatible with python3

• [AIRFLOW-1609] Fix gitignore to ignore all venvs

• [AIRFLOW-1601] Add configurable task cleanup time

• [AIRFLOW-XXX] Bumping airflow 1.9.0alpha0 version

• [AIRFLOW-1608] Handle pending job state in GCP Dataflow hook

• [AIRFLOW-1606] Use non static DAG.sync_to_db

• [AIRFLOW-1606][Airflow-1606][AIRFLOW-1605][AIRFLOW-160] DAG.sync_to_db is now a normal method

• [AIRFLOW-1602] LoggingMixin in DAG class

• [AIRFLOW-1593] expose load_string in WasbHook

• [AIRFLOW-1597] Add GameWisp as Airflow user

• [AIRFLOW-1594] Don’t install test packages into Python root.[]

• [AIRFLOW-1582] Improve logging within Airflow

• [AIRFLOW-1476] add INSTALL instruction for source releases

• [AIRFLOW-XXX] Save username and password in airflow-pr

• [AIRFLOW-1522] Increase text size for var field in variables for MySQL

• [AIRFLOW-950] Missing AWS integrations on documentation::integrations

• [AIRFLOW-XXX] 1.8.2 release notes

• [AIRFLOW-1573] Remove thrift < 0.10.0 requirement

• [AIRFLOW-1584] Remove insecure /headers endpoint

• [AIRFLOW-1586] Add mapping for date type to mysql_to_gcs operator

• [AIRFLOW-1579] Adds support for jagged rows in Bigquery hook for BQ load jobs

• [AIRFLOW-1577] Add token support to DatabricksHook

• [AIRFLOW-1580] Error in string formatting

• [AIRFLOW-1567] Updated docs for Google ML Engine operators/hooks

• [AIRFLOW-1574] add ‘to’ attribute to templated vars of email operator

• [AIRFLOW-1572] add carbonite to company list

• [AIRFLOW-1568] Fix typo in BigQueryHook

• [AIRFLOW-1493][AIRFLOW-XXXX][WIP] fixed dumb thing

• [AIRFLOW-1567][Airflow-1567] Renamed cloudml hook and operator to mlengine

• [AIRFLOW-1568] Add datastore export/import operators

• [AIRFLOW-1564] Use Jinja2 to render logging filename

• [AIRFLOW-1562] Spark-sql logging contains deadlock

• [AIRFLOW-1556][Airflow 1556] Add support for SQL parameters in BigQueryBaseCursor

• [AIRFLOW-108] Add CreditCards.com to companies list

• [AIRFLOW-1541] Add channel to template fields of slack_operator

• [AIRFLOW-1535] Add service account/scopes in dataproc

• [AIRFLOW-1384] Add to README.md CaDC/ARGO

• [AIRFLOW-1546] add Zymergen 80to org list in README

• [AIRFLOW-1545] Add Nextdoor to companies list

• [AIRFLOW-1544] Add DataFox to companies list

• [AIRFLOW-1529] Add logic supporting quoted newlines in Google BigQuery load jobs

• [AIRFLOW-1521] Fix template rendering for BigqueryTableDeleteOperator

• [AIRFLOW-1324] Generalize Druid operator and hook

• [AIRFLOW-1516] Fix error handling getting fernet

• [AIRFLOW-1420][AIRFLOW-1473] Fix deadlock check

• [AIRFLOW-1495] Fix migration on index on job_id

• [AIRFLOW-1483] Making page size consistent in list

• [AIRFLOW-1495] Add TaskInstance index on job_id

• [AIRFLOW-855] Replace PickleType with LargeBinary in XCom

• [AIRFLOW-1505] Document when Jinja substitution occurs

• [AIRFLOW-1504] Log dataproc cluster name

• [AIRFLOW-1239] Fix unicode error for logs in base_task_runner

• [AIRFLOW-1280] Fix Gantt chart height

• [AIRFLOW-1507] Template parameters in file_to_gcs operator

• [AIRFLOW-1452] workaround lock on method

• [AIRFLOW-1385] Make Airflow task logging configurable

• [AIRFLOW-940] Handle error on variable decrypt

• [AIRFLOW-1492] Add gauge for task successes/failures

• [AIRFLOW-1443] Update Airflow configuration documentation

• [AIRFLOW-1486] Unexpected S3 writing log error

• [AIRFLOW-1487] Added links to all companies officially using Airflow

• [AIRFLOW-1489] Fix typo in BigQueryCheckOperator

• [AIRFLOW-1349] Fix backfill to respect limits

• [AIRFLOW-1478] Chart owner column should be sortable

• [AIRFLOW-1397][AIRFLOW-1] No Last Run column data displayed in airflow UI 1.8.1

• [AIRFLOW-1474] Add dag_id regex feature for airflow clear command

• [AIRFLOW-1445] Changing HivePartitionSensor UI color to lighter shade

• [AIRFLOW-1359] Use default_args in Cloud ML eval

• [AIRFLOW-1389] Support createDisposition in BigQueryOperator

• [AIRFLOW-1349] Refactor BackfillJob _execute

• [AIRFLOW-1459] Fixed broken integration .rst formatting

• [AIRFLOW-1448] Revert “Fix cli reading logfile in memory”

• [AIRFLOW-1398] Allow ExternalTaskSensor to wait on multiple runs of a task

• [AIRFLOW-1399] Fix cli reading logfile in memory

• [AIRFLOW-1442] Remove extra space from ignore_all_deps generated command

• [AIRFLOW-1438] Change batch size per query in scheduler

• [AIRFLOW-1439] Add max billing tier for the BQ Hook and Operator

• [AIRFLOW-1437] Modify BigQueryTableDeleteOperator

• [Airflow 1332] Split logs based on try number

• [AIRFLOW-1385] Create abstraction for Airflow task logging

• [AIRFLOW-756][AIRFLOW-751] Replace ssh hook, operator & sftp operator with paramiko based

• [AIRFLOW-1393][[AIRFLOW-1393] Enable Py3 tests in contrib/spark_submit_hook[

• [AIRFLOW-1345] Dont expire TIs on each scheduler loop

• [AIRFLOW-1059] Reset orphaned tasks in batch for scheduler

• [AIRFLOW-1255] Fix SparkSubmitHook output deadlock

• [AIRFLOW-1359] Add Google CloudML utils for model evaluation

• [AIRFLOW-1247] Fix ignore all dependencies argument ignored

• [AIRFLOW-1401] Standardize cloud ml operator arguments

• [AIRFLOW-1394] Add quote_character param to GCS hook and operator

• [AIRFLOW-1402] Cleanup SafeConfigParser DeprecationWarning

• [AIRFLOW-1326][[AIRFLOW-1326][AIRFLOW-1184] Don’t split argument array – it’s already an array.[

• [AIRFLOW-1384] Add ARGO/CaDC as a Airflow user

• [AIRFLOW-1357] Fix scheduler zip file support

• [AIRFLOW-1382] Add working dir option to DockerOperator

• [AIRFLOW-1388] Add Cloud ML Engine operators to integration doc

• [AIRFLOW-1387] Add unicode string prefix

• [AIRFLOW-1366] Add max_tries to task instance

• [AIRFLOW-1300] Enable table creation with TBLPROPERTIES

• [AIRFLOW-1271] Add Google CloudML Training Operator

• [AIRFLOW-300] Add Google Pubsub hook and operator

• [AIRFLOW-1343] Fix dataproc label format

• [AIRFLOW-1367] Pass Content-ID To reference inline images in an email, we need to be able to add <img src=”cid:{}”/> to the HTML. However currently the Content-ID (cid) is not passed, so we need to add it

• [AIRFLOW-1265] Fix celery executor parsing CELERY_SSL_ACTIVE

• [AIRFLOW-1272] Google Cloud ML Batch Prediction Operator

• [AIRFLOW-1352][AIRFLOW-1335] Revert MemoryHandler change ()[]

• [AIRFLOW-1350] Add query_uri param to Hive/SparkSQL DataProc operator

• [AIRFLOW-1334] Check if tasks are backfill on scheduler in a join

• [AIRFLOW-1343] Add Airflow default label to the dataproc operator

• [AIRFLOW-1273] Add Google Cloud ML version and model operators

• [AIRFLOW-1273]AIRFLOW-1273] Add Google Cloud ML version and model operators

• [AIRFLOW-1321] Fix hidden field key to ignore case

• [AIRFLOW-1337] Make log_format key names lowercase

• [AIRFLOW-1338][AIRFLOW-782] Add GCP dataflow hook runner change to UPDATING.md

• [AIRFLOW-801] Remove outdated docstring on BaseOperator

• [AIRFLOW-1344] Fix text encoding bug when reading logs for Python 3.5

• [AIRFLOW-1338] Fix incompatible GCP dataflow hook

• [AIRFLOW-1333] Enable copy function for Google Cloud Storage Hook

• [AIRFLOW-1337] Allow log format customization via airflow.cfg

• [AIRFLOW-1320] Update LetsBonus users in README

• [AIRFLOW-1335] Use MemoryHandler for buffered logging

• [AIRFLOW-1339] Add Drivy to the list of users

• [AIRFLOW-1275] Put ‘airflow pool’ into API

• [AIRFLOW-1296] Propagate SKIPPED to all downstream tasks

• [AIRFLOW-1317] Fix minor issues in API reference

• [AIRFLOW-1308] Disable nanny usage for Dask

• [AIRFLOW-1172] Support nth weekday of the month cron expression

• [AIRFLOW-936] Add clear/mark success for DAG in the UI

• [AIRFLOW-1294] Backfills can loose tasks to execute

• [AIRFLOW-1299] Support imageVersion in Google Dataproc cluster

• [AIRFLOW-1291] Update NOTICE and LICENSE files to match ASF requirements

• [AIRFLOW-1301] Add New Relic to list of companies

• [AIRFLOW-1289] Removes restriction on number of scheduler threads

• [AIRFLOW-1024] Ignore celery executor errors (#49)

• [AIRFLOW-1265] Fix exception while loading celery configurations

• [AIRFLOW-1290] set docs author to ‘Apache Airflow’

• [AIRFLOW-1242] Allowing project_id to have a colon in it.

• [AIRFLOW-1282] Fix known event column sorting

• [AIRFLOW-1166] Speed up _change_state_for_tis_without_dagrun

• [AIRFLOW-1208] Speed-up cli tests

• [AIRFLOW-1192] Some enhancements to qubole_operator

• [AIRFLOW-1281] Sort variables by key field by default

• [AIRFLOW-1277] Forbid KE creation with empty fields

• [AIRFLOW-1276] Forbid event creation with end_data earlier than start_date

• [AIRFLOW-1263] Dynamic height for charts

• [AIRFLOW-1266] Increase width of gantt y axis

• [AIRFLOW-1244] Forbid creation of a pool with empty name

• [AIRFLOW-1274][HTTPSENSOR] Rename parameter params to data

• [AIRFLOW-654] Add SSL Config Option for CeleryExecutor w/ RabbitMQ - Add BROKER_USE_SSL config to give option to send AMQP messages over SSL - Can be set using usual Airflow options (e.g. airflow.cfg, env vars, etc.)

• [AIRFLOW-1256] Add United Airlines to readme

• [AIRFLOW-1251] Add eRevalue to Airflow users

• [AIRFLOW-908] Print hostname at the start of cli run

• [AIRFLOW-1237] Fix IN-predicate sqlalchemy warning

• [AIRFLOW-1243] DAGs table has no default entries to show

• [AIRFLOW-1245] Fix random failure in test_trigger_dag_for_date

• [AIRFLOW-1248] Fix wrong conf name for worker timeout

• [AIRFLOW-1197] : SparkSubmitHook on_kill error

• [AIRFLOW-1191] : SparkSubmitHook custom cmd

• [AIRFLOW-1234] Cover utils.operator_helpers with UTs

• [AIRFLOW-1217] Enable Sqoop logging

• [AIRFLOW-645] Support HTTPS connections in HttpHook

• [AIRFLOW-1231] Use flask_wtf.CSRFProtect

• [AIRFLOW-1232] Remove deprecated readfp warning

• [AIRFLOW-1233] Cover utils.json with unit tests

• [AIRFLOW-1227] Remove empty column on the Logs view

• [AIRFLOW-1226] Remove empty column on the Jobs view

• [AIRFLOW-1221] Fix templating bug with DatabricksSubmitRunOperator

• [AIRFLOW-1210] Enable DbApiHook unit tests

• [AIRFLOW-1199] Fix create modal

• [AIRFLOW-1200] Forbid creation of a variable with an empty key

• [AIRFLOW-1207] Enable utils.helpers unit tests

• [AIRFLOW-1213] Add hcatalog parameters to sqoop

• [AIRFLOW-1201] Update deprecated ‘nose-parameterized’

• [AIRFLOW-1186] Sort dag.get_task_instances by execution_date

• [AIRFLOW-1203] Pin Google API client version to fix OAuth issue

• [AIRFLOW-1145] Fix closest_date_partition function with before set to True If we’re looking for the closest date before, we should take the latest date in the list of date before.

• [AIRFLOW-1180] Fix flask-wtf version for test_csrf_rejection

• [AIRFLOW-993] Update date inference logic

• [AIRFLOW-1170] DbApiHook insert_rows inserts parameters separately

• [AIRFLOW-1041] Do not shadow xcom_push method[]

• [AIRFLOW-860][AIRFLOW-935] Fix plugin executor import cycle and executor selection

• [AIRFLOW-1189] Fix get a DataFrame using BigQueryHook failing

• [AIRFLOW-1184] SparkSubmitHook does not split args

• [AIRFLOW-1182] SparkSubmitOperator template field

• [AIRFLOW-823] Allow specifying execution date in task_info API

• [AIRFLOW-1175] Add Pronto Tools to Airflow user list

• [AIRFLOW-1150] Fix scripts execution in sparksql hook[]

• [AIRFLOW-1141] remove crawl_for_tasks

• [AIRFLOW-1193] Add Checkr to company using Airflow

• [AIRFLOW-1168] Add closing() to all connections and cursors

• [AIRFLOW-1188] Add max_bad_records param to GoogleCloudStorageToBigQueryOperator

• [AIRFLOW-1187][AIRFLOW-1185] Fix PyPi package names in documents

• [AIRFLOW-1185] Fix PyPi URL in templates

• [AIRFLOW-XXX] Updating CHANGELOG, README, and UPDATING after 1.8.1 release

• [AIRFLOW-1181] Add delete and list functionality to gcs_hook

• [AIRFLOW-1179] Fix Pandas 0.2x breaking Google BigQuery change

• [AIRFLOW-1167] Support microseconds in FTPHook modification time

• [AIRFLOW-1173] Add Robinhood to who uses Airflow

• [AIRFLOW-945][AIRFLOW-941] Remove psycopg2 connection workaround

• [AIRFLOW-1140] DatabricksSubmitRunOperator should template the “json” field.

• [AIRFLOW-1160] Update Spark parameters for Mesos

• [AIRFLOW 1149][AIRFLOW-1149] Allow for custom filters in Jinja2 templates

• [AIRFLOW-1036] Randomize exponential backoff

• [AIRFLOW-1155] Add Tails.com to community

• [AIRFLOW-1142] Do not reset orphaned state for backfills

• [AIRFLOW-492] Make sure stat updates cannot fail a task

• [AIRFLOW-1119] Fix unload query so headers are on first row[]

• [AIRFLOW-1089] Add Spark application arguments

• [AIRFLOW-1125] Document encrypted connections

• [AIRFLOW-1122] Increase stroke width in UI

• [AIRFLOW-1138] Add missing licenses to files in scripts directory

• [AIRFLOW-11-38][AIRFLOW-1136] Capture invalid arguments for Sqoop

• [AIRFLOW-1127] Move license notices to LICENSE

• [AIRFLOW-1118] Add evo.company to Airflow users

• [AIRFLOW-1121][AIRFLOW-1004] Fix airflow webserver --pid to write out pid file

• [AIRFLOW-1124] Do not set all tasks to scheduled in backfill

• [AIRFLOW-1120] Update version view to include Apache prefix

• [AIRFLOW-1091] Add script that can compare Jira target against merges

• [AIRFLOW-1107] Add support for ftps non-default port

• [AIRFLOW-1000] Rebrand distribution to Apache Airflow

• [AIRFLOW-1094] Run unit tests under contrib in Travis

• [AIRFLOW-1112] Log which pool when pool is full in scheduler

• [AIRFLOW-1106] Add Groupalia/Letsbonus to the ReadMe

• [AIRFLOW-1109] Use kill signal to kill processes and log results

• [AIRFLOW-1074] Don’t count queued tasks for concurrency limits

• [AIRFLOW-1095] Make ldap_auth memberOf come from configuration

• [AIRFLOW-1090] Add HBO

• [AIRFLOW-1035] Use binary exponential backoff

• [AIRFLOW-1081] Improve performance of duration chart

• [AIRFLOW-1078] Fix latest_runs endpoint for old flask versions

• [AIRFLOW-1085] Enhance the SparkSubmitOperator

• [AIRFLOW-1050] Do not count up_for_retry as not ready

• [AIRFLOW-1028] Databricks Operator for Airflow

• [AIRFLOW-1075] Security docs cleanup

• [AIRFLOW-1033][AIFRLOW-1033] Fix ti_deps for no schedule dags

• [AIRFLOW-1016] Allow HTTP HEAD request method on HTTPSensor

• [AIRFLOW-970] Load latest_runs on homepage async

• [AIRFLOW-111] Include queued tasks in scheduler concurrency check

• [AIRFLOW-1001] Fix landing times if there is no following schedule

• [AIRFLOW-1065] Add functionality for Azure Blob Storage over wasb://

• [AIRFLOW-947] Improve exceptions for unavailable Presto cluster

• [AIRFLOW-1067] use example.com in examples

• [AIRFLOW-1064] Change default sort to job_id for TaskInstanceModelView

• [AIRFLOW-1030][AIRFLOW-1] Fix hook import for HttpSensor

• [AIRFLOW-1051] Add a test for resetdb to CliTests

• [AIRFLOW-1004][AIRFLOW-276] Fix airflow webserver -D to run in background

• [AIRFLOW-1062] Fix DagRun#find to return correct result

• [AIRFLOW-1011] Fix bug in BackfillJob._execute() for SubDAGs

• [AIRFLOW-1038] Specify celery serialization options explicitly

• [AIRFLOW-1054] Fix broken import in test_dag

• [AIRFLOW-1007] Use Jinja sandbox for chart_data endpoint

• [AIRFLOW-719] Fix race condition in ShortCircuit, Branch and LatestOnly

• [AIRFLOW-1043] Fix doc strings of operators

• [AIRFLOW-840] Make ticket renewer python3 compatible

• [AIRFLOW-985] Extend the sqoop operator and hook

• [AIRFLOW-1034] Make it possible to connect to S3 in sigv4 regions

• [AIRFLOW-1045] Make log level configurable via airflow.cfg

• [AIRFLOW-1047] Sanitize strings passed to Markup

• [AIRFLOW-1040] Fix some small typos in comments and docstrings

• [AIRFLOW-1017] get_task_instance should not throw exception when no TI

• [AIRFLOW-1006] Add config_templates to MANIFEST

• [AIRFLOW-999] Add support for Redis database

• [AIRFLOW-1009] Remove SQLOperator from Concepts page

• [AIRFLOW-1006] Move config templates to separate files

• [AIRFLOW-1005] Improve Airflow startup time

• [AIRFLOW-1010] Add convenience script for signing releases

• [AIRFLOW-995] Remove reference to actual Airflow issue

• [AIRFLOW-681] homepage doc link should pointing to apache repo not airbnb repo

• [AIRFLOW-705][AIRFLOW-706] Fix run_command bugs

• [AIRFLOW-990] Fix Py27 unicode logging in DockerOperator

• [AIRFLOW-963] Fix non-rendered code examples

• [AIRFLOW-969] Catch bad python_callable argument

• [AIRFLOW-984] Enable subclassing of SubDagOperator

• [AIRFLOW-997] Update setup.cfg to point to Apache

• [AIRFLOW-994] Add MiNODES to the official Airflow user list

• [AIRFLOW-995][AIRFLOW-1] Update GitHub PR Template

• [AIRFLOW-989] Do not mark dag run successful if unfinished tasks

• [AIRFLOW-903] New configuration setting for the default dag view

• [AIRFLOW-979] Add GovTech GDS

• [AIRFLOW-933] Replace eval with literal_eval to prevent RCE

• [AIRFLOW-974] Fix mkdirs race condition

• [AIRFLOW-917] Fix formatting of error message

• [AIRFLOW-770] Refactor BaseHook so env vars are always read

• [AIRFLOW-900] Double trigger should not kill original task instance

• [AIRFLOW-900] Fixes bugs in LocalTaskJob for double run protection

• [AIRFLOW-932][AIRFLOW-932][AIRFLOW-921][AIRFLOW-910] Do not mark tasks removed when backfilling

• [AIRFLOW-961] run onkill when SIGTERMed

• [AIRFLOW-910] Use parallel task execution for backfills

• [AIRFLOW-967] Wrap strings in native for py2 ldap compatibility

• [AIRFLOW-958] Improve tooltip readability

• AIRFLOW-959 Cleanup and reorganize .gitignore

• AIRFLOW-960 Add .editorconfig file

• [AIRFLOW-931] Do not set QUEUED in TaskInstances

• [AIRFLOW-956] Get docs working on readthedocs.org

• [AIRFLOW-954] Fix configparser ImportError

• [AIRFLOW-941] Use defined parameters for psycopg2

• [AIRFLOW-943] Update Digital First Media in users list

• [AIRFLOW-942] Add mytaxi to Airflow users

• [AIRFLOW-939] add .swp to gitignore

• [AIRFLOW-719] Prevent DAGs from ending prematurely

• [AIRFLOW-938] Use test for True in task_stats queries

• [AIRFLOW-937] Improve performance of task_stats

• [AIRFLOW-933] use ast.literal_eval rather eval because ast.literal_eval does not execute input.

• [AIRFLOW-925] Revert airflow.hooks change that cherry-pick picked

• [AIRFLOW-919] Running tasks with no start date should not break a DAGs UI

• [AIRFLOW-802][AIRFLOW-1] Add spark-submit operator/hook

• [AIRFLOW-725] Use keyring to store credentials for JIRA

• [AIRFLOW-916] Remove deprecated readfp function

• [AIRFLOW-911] Add coloring and timing to tests

• [AIRFLOW-906] Update Code icon from lightning bolt to file

• [AIRFLOW-897] Prevent dagruns from failing with unfinished tasks

• [AIRFLOW-896] Remove unicode to 8-bit conversion in BigQueryOperator

• [AIRFLOW-899] Tasks in SCHEDULED state should be white in the UI instead of black

• [AIRFLOW-895] Address Apache release incompliancies

• [AIRFLOW-893][AIRFLOW-510] Fix crashing webservers when a dagrun has no start date

• [AIRFLOW-880] Make webserver serve logs in a sane way for remote logs

• [AIRFLOW-889] Fix minor error in the docstrings for BaseOperator

• [AIRFLOW-809][AIRFLOW-1] Use __eq__ ColumnOperator When Testing Booleans

• [AIRFLOW-875] Add template to HttpSensor params

• [AIRFLOW-866] Add FTPSensor

• [AIRFLOW-881] Check if SubDagOperator is in DAG context manager

• [AIRFLOW-885] Add change.org to the users list

• [AIRFLOW-836] Use POST and CSRF for state changing endpoints

• [AIRFLOW-862] Fix Unit Tests for DaskExecutor

• [AIRFLOW-887] Support future v0.16

• [AIRFLOW-886] Pass result to post_execute() hook

• [AIRFLOW-871] change logging.warn() into warning()

• [AIRFLOW-882] Remove unnecessary dag>>op assignment in docs

• [AIRFLOW-861] Make pickle_info endpoint be login_required

• [AIRFLOW-869] Refactor mark success functionality

• [AIRFLOW-877] Remove .sql template extension from GCS download operator

• [AIRFLOW-826] Add Zendesk hook

• [AIRFLOW-842] Do not query the DB with an empty IN clause

• [AIRFLOW-834] Change raise StopIteration into return

• [AIRFLOW-832] Let debug server run without SSL

• [AIRFLOW-862] Add DaskExecutor

• [AIRFLOW-858] Configurable database name for DB operators

• [AIRFLOW-863] Example DAGs should have recent start dates

• [AIRFLOW-853] Use utf8 encoding for stdout line decode

• [AIRFLOW-857] Use library assert statements instead of conditionals

• [AIRFLOW-856] Make sure execution date is set for local client

• [AIRFLOW-854] Add OKI as Airflow user

• [AIRFLOW-830][AIRFLOW-829][AIRFLOW-88] Reduce Travis log verbosity

• [AIRFLOW-814] Fix Presto*CheckOperator.__init__

• [AIRFLOW-793] Enable compressed loading in S3ToHiveTransfer

• [AIRFLOW-844] Fix cgroups directory creation

• [AIRFLOW-831] Restore import to fix broken tests

• [AIRFLOW-794] Access DAGS_FOLDER and SQL_ALCHEMY_CONN exclusively from settings

• [AIRFLOW-694] Fix config behaviour for empty envvar

• [AIRFLOW-365] Set dag.fileloc explicitly and use for Code view

• [AIRFLOW-781] Allow DataFlowOperators to accept jobs stored in GCS

Airflow 1.8.2 (2017-09-04)

Significant Changes

No significant changes.

Changelog

• [AIRFLOW-809][AIRFLOW-1] Use __eq__ ColumnOperator When Testing Booleans

• [AIRFLOW-1296] Propagate SKIPPED to all downstream tasks

• Re-enable caching for hadoop components

• Pin Hive and Hadoop to a specific version and create writable warehouse dir

• [AIRFLOW-1308] Disable nanny usage for Dask

• Updating CHANGELOG for 1.8.2rc1

• [AIRFLOW-1294] Backfills can loose tasks to execute

• [AIRFLOW-1291] Update NOTICE and LICENSE files to match ASF requirements

• [AIRFLOW-XXX] Set version to 1.8.2rc1

• [AIRFLOW-1160] Update Spark parameters for Mesos

• [AIRFLOW 1149][AIRFLOW-1149] Allow for custom filters in Jinja2 templates

• [AIRFLOW-1119] Fix unload query so headers are on first row[]

• [AIRFLOW-1089] Add Spark application arguments

• [AIRFLOW-1078] Fix latest_runs endpoint for old flask versions

• [AIRFLOW-1074] Don’t count queued tasks for concurrency limits

• [AIRFLOW-1064] Change default sort to job_id for TaskInstanceModelView

• [AIRFLOW-1038] Specify celery serialization options explicitly

• [AIRFLOW-1036] Randomize exponential backoff

• [AIRFLOW-993] Update date inference logic

• [AIRFLOW-1167] Support microseconds in FTPHook modification time

• [AIRFLOW-1179] Fix pandas 0.2x breaking Google BigQuery change

• [AIRFLOW-1263] Dynamic height for charts

• [AIRFLOW-1266] Increase width of gantt y axis

• [AIRFLOW-1290] set docs author to ‘Apache Airflow’

• [AIRFLOW-1282] Fix known event column sorting

• [AIRFLOW-1166] Speed up _change_state_for_tis_without_dagrun

• [AIRFLOW-1192] Some enhancements to qubole_operator

• [AIRFLOW-1281] Sort variables by key field by default

• [AIRFLOW-1244] Forbid creation of a pool with empty name

• [AIRFLOW-1243] DAGs table has no default entries to show

• [AIRFLOW-1227] Remove empty column on the Logs view

• [AIRFLOW-1226] Remove empty column on the Jobs view

• [AIRFLOW-1199] Fix create modal

• [AIRFLOW-1200] Forbid creation of a variable with an empty key

• [AIRFLOW-1186] Sort dag.get_task_instances by execution_date

• [AIRFLOW-1145] Fix closest_date_partition function with before set to True If we’re looking for the closest date before, we should take the latest date in the list of date before.

• [AIRFLOW-1180] Fix flask-wtf version for test_csrf_rejection

• [AIRFLOW-1170] DbApiHook insert_rows inserts parameters separately

• [AIRFLOW-1150] Fix scripts execution in sparksql hook[]

• [AIRFLOW-1168] Add closing() to all connections and cursors

• [AIRFLOW-XXX] Updating CHANGELOG, README, and UPDATING after 1.8.1 release

Airflow 1.8.1 (2017-05-09)

Significant Changes

The Airflow package name was changed from airflow to apache-airflow during this release. You must uninstall a previously installed version of Airflow before installing 1.8.1.

Changelog

• [AIRFLOW-1142] SubDAG Tasks Not Executed Even Though All Dependencies Met

• [AIRFLOW-1138] Add licenses to files in scripts directory

• [AIRFLOW-1127] Move license notices to LICENSE instead of NOTICE

• [AIRFLOW-1124] Do not set all task instances to scheduled on backfill

• [AIRFLOW-1120] Update version view to include Apache prefix

• [AIRFLOW-1062] DagRun#find returns wrong result if external_trigger=False is specified

• [AIRFLOW-1054] Fix broken import on test_dag

• [AIRFLOW-1050] Retries ignored - regression

• [AIRFLOW-1033] TypeError: can’t compare datetime.datetime to None

• [AIRFLOW-1017] get_task_instance should return None instead of throw an exception for non-existent TIs

• [AIRFLOW-1011] Fix bug in BackfillJob._execute() for SubDAGs

• [AIRFLOW-1004] airflow webserver -D runs in foreground

• [AIRFLOW-1001] Landing Time shows unsupported operand type(s) for -: 'datetime.datetime' and 'NoneType' on example_subdag_operator

• [AIRFLOW-1000] Rebrand to Apache Airflow instead of Airflow

• [AIRFLOW-989] Clear Task Regression

• [AIRFLOW-974] airflow.util.file mkdir has a race condition

• [AIRFLOW-906] Update Code icon from lightning bolt to file

• [AIRFLOW-858] Configurable database name for DB operators

• [AIRFLOW-853] ssh_execute_operator.py stdout decode default to ASCII

• [AIRFLOW-832] Fix debug server

• [AIRFLOW-817] Trigger dag fails when using CLI + API

• [AIRFLOW-816] Make sure to pull nvd3 from local resources

• [AIRFLOW-815] Add previous/next execution dates to available default variables.

• [AIRFLOW-813] Fix unterminated unit tests in tests.job (tests/job.py)

• [AIRFLOW-812] Scheduler job terminates when there is no dag file

• [AIRFLOW-806] UI should properly ignore DAG doc when it is None

• [AIRFLOW-794] Consistent access to DAGS_FOLDER and SQL_ALCHEMY_CONN

• [AIRFLOW-785] ImportError if cgroupspy is not installed

• [AIRFLOW-784] Cannot install with funcsigs > 1.0.0

• [AIRFLOW-780] The UI no longer shows broken DAGs

• [AIRFLOW-777] dag_is_running is initialized to True instead of False

• [AIRFLOW-719] Skipped operations make DAG finish prematurely

• [AIRFLOW-694] Empty env vars do not overwrite non-empty config values

• [AIRFLOW-492] Insert into dag_stats table results into failed task while task itself succeeded

• [AIRFLOW-139] Executing VACUUM with PostgresOperator

• [AIRFLOW-111] DAG concurrency is not honored

• [AIRFLOW-88] Improve clarity Travis CI reports

Airflow 1.8.0 (2017-03-12)

Significant Changes

Database

The database schema needs to be upgraded. Make sure to shutdown Airflow and make a backup of your database. To upgrade the schema issue airflow upgradedb.

Upgrade systemd unit files

Systemd unit files have been updated. If you use systemd please make sure to update these.

Please note that the webserver does not detach properly, this will be fixed in a future version.

Tasks not starting although dependencies are met due to stricter pool checking

Airflow 1.7.1 has issues with being able to over subscribe to a pool, ie. more slots could be used than were available. This is fixed in Airflow 1.8.0, but due to past issue jobs may fail to start although their dependencies are met after an upgrade. To workaround either temporarily increase the amount of slots above the amount of queued tasks or use a new pool.

Less forgiving scheduler on dynamic start_date

Using a dynamic start_date (e.g. start_date = datetime.now()) is not considered a best practice. The 1.8.0 scheduler is less forgiving in this area. If you encounter DAGs not being scheduled you can try using a fixed start_date and renaming your DAG. The last step is required to make sure you start with a clean slate, otherwise the old schedule can interfere.

New and updated scheduler options

Please read through the new scheduler options, defaults have changed since 1.7.1.

child_process_log_directory

In order to increase the robustness of the scheduler, DAGs are now processed in their own process. Therefore each DAG has its own log file for the scheduler. These log files are placed in child_process_log_directory which defaults to <AIRFLOW_HOME>/scheduler/latest. You will need to make sure these log files are removed.

DAG logs or processor logs ignore and command line settings for log file locations.

run_duration

Previously the command line option num_runs was used to let the scheduler terminate after a certain amount of loops. This is now time bound and defaults to -1, which means run continuously. See also num_runs.

num_runs

Previously num_runs was used to let the scheduler terminate after a certain amount of loops. Now num_runs specifies the number of times to try to schedule each DAG file within run_duration time. Defaults to -1, which means try indefinitely. This is only available on the command line.

min_file_process_interval

After how much time should an updated DAG be picked up from the filesystem.

min_file_parsing_loop_time

CURRENTLY DISABLED DUE TO A BUG How many seconds to wait between file-parsing loops to prevent the logs from being spammed.

dag_dir_list_interval

The frequency with which the scheduler should relist the contents of the DAG directory. If while developing +dags, they are not being picked up, have a look at this number and decrease it when necessary.

catchup_by_default

By default the scheduler will fill any missing interval DAG Runs between the last execution date and the current date. This setting changes that behavior to only execute the latest interval. This can also be specified per DAG as catchup = False / True. Command line backfills will still work.

Faulty DAGs do not show an error in the Web UI

Due to changes in the way Airflow processes DAGs the Web UI does not show an error when processing a faulty DAG. To find processing errors go the child_process_log_directory which defaults to <AIRFLOW_HOME>/scheduler/latest.

New DAGs are paused by default

Previously, new DAGs would be scheduled immediately. To retain the old behavior, add this to airflow.cfg:

[core]
dags_are_paused_at_creation = False

Airflow Context variable are passed to Hive config if conf is specified

If you specify a hive conf to the run_cli command of the HiveHook, Airflow add some convenience variables to the config. In case you run a secure Hadoop setup it might be required to allow these variables by adjusting you hive configuration to add airflow\.ctx\..* to the regex of user-editable configuration properties. See the Hive docs on Configuration Properties for more info.

Google Cloud Operator and Hook alignment

All Google Cloud Operators and Hooks are aligned and use the same client library. Now you have a single connection type for all kinds of Google Cloud Operators.

If you experience problems connecting with your operator make sure you set the connection type “Google Cloud”.

Also the old P12 key file type is not supported anymore and only the new JSON key files are supported as a service account.

Deprecated Features

These features are marked for deprecation. They may still work (and raise a DeprecationWarning), but are no longer supported and will be removed entirely in Airflow 2.0

• Hooks and operators must be imported from their respective submodules

  airflow.operators.PigOperator is no longer supported; from airflow.operators.pig_operator import PigOperator is. (AIRFLOW-31, AIRFLOW-200)

• Operators no longer accept arbitrary arguments

  Previously, Operator.__init__() accepted any arguments (either positional *args or keyword **kwargs) without complaint. Now, invalid arguments will be rejected. (https://github.com/apache/airflow/pull/1285)

• The config value secure_mode will default to True which will disable some insecure endpoints/features

Known Issues

There is a report that the default of “-1” for num_runs creates an issue where errors are reported while parsing tasks. It was not confirmed, but a workaround was found by changing the default back to None.

To do this edit cli.py, find the following:

'num_runs': Arg(
    ("-n", "--num_runs"),
    default=-1, type=int,
    help="Set the number of runs to execute before exiting"),

and change default=-1 to default=None. If you have this issue please report it on the mailing list.

Changelog

• [AIRFLOW-900] Double trigger should not kill original task instance

• [AIRFLOW-900] Fixes bugs in LocalTaskJob for double run protection

• [AIRFLOW-932] Do not mark tasks removed when backfilling

• [AIRFLOW-961] run onkill when SIGTERMed

• [AIRFLOW-910] Use parallel task execution for backfills

• [AIRFLOW-967] Wrap strings in native for py2 ldap compatibility

• [AIRFLOW-941] Use defined parameters for psycopg2

• [AIRFLOW-719] Prevent DAGs from ending prematurely

• [AIRFLOW-938] Use test for True in task_stats queries

• [AIRFLOW-937] Improve performance of task_stats

• [AIRFLOW-933] use ast.literal_eval rather eval because ast.literal_eval does not execute input.

• [AIRFLOW-925] Revert airflow.hooks change that cherry-pick picked

• [AIRFLOW-919] Running tasks with no start date should not break a DAGs UI

• [AIRFLOW-802] Add spark-submit operator/hook

• [AIRFLOW-897] Prevent dagruns from failing with unfinished tasks

• [AIRFLOW-861] make pickle_info endpoint be login_required

• [AIRFLOW-853] use utf8 encoding for stdout line decode

• [AIRFLOW-856] Make sure execution date is set for local client

• [AIRFLOW-830][AIRFLOW-829][AIRFLOW-88] Reduce Travis log verbosity

• [AIRFLOW-831] Restore import to fix broken tests

• [AIRFLOW-794] Access DAGS_FOLDER and SQL_ALCHEMY_CONN exclusively from settings

• [AIRFLOW-694] Fix config behaviour for empty envvar

• [AIRFLOW-365] Set dag.fileloc explicitly and use for Code view

• [AIRFLOW-931] Do not set QUEUED in TaskInstances

• [AIRFLOW-899] Tasks in SCHEDULED state should be white in the UI instead of black

• [AIRFLOW-895] Address Apache release incompliancies

• [AIRFLOW-893][AIRFLOW-510] Fix crashing webservers when a dagrun has no start date

• [AIRFLOW-793] Enable compressed loading in S3ToHiveTransfer

• [AIRFLOW-863] Example DAGs should have recent start dates

• [AIRFLOW-869] Refactor mark success functionality

• [AIRFLOW-856] Make sure execution date is set for local client

• [AIRFLOW-814] Fix Presto*CheckOperator.__init__

• [AIRFLOW-844] Fix cgroups directory creation

• [AIRFLOW-816] Use static nvd3 and d3

• [AIRFLOW-821] Fix py3 compatibility

• [AIRFLOW-817] Check for None value of execution_date in endpoint

• [AIRFLOW-822] Close db before exception

• [AIRFLOW-815] Add prev/next execution dates to template variables

• [AIRFLOW-813] Fix unterminated unit tests in SchedulerJobTest

• [AIRFLOW-813] Fix unterminated scheduler unit tests

• [AIRFLOW-806] UI should properly ignore DAG doc when it is None

• [AIRFLOW-812] Fix the scheduler termination bug.

• [AIRFLOW-780] Fix dag import errors no longer working

• [AIRFLOW-783] Fix py3 incompatibility in BaseTaskRunner

• [AIRFLOW-810] Correct down_revision dag_id/state index creation

• [AIRFLOW-807] Improve scheduler performance for large DAGs

• [AIRFLOW-798] Check return_code before forcing termination

• [AIRFLOW-139] Let psycopg2 handle autocommit for PostgresHook

• [AIRFLOW-776] Add missing cgroups devel dependency

• [AIRFLOW-777] Fix expression to check if a DagRun is in running state

• [AIRFLOW-785] Don’t import CgroupTaskRunner at global scope

• [AIRFLOW-784] Pin funcsigs to 1.0.0

• [AIRFLOW-624] Fix setup.py to not import airflow.version as version

• [AIRFLOW-779] Task should fail with specific message when deleted

• [AIRFLOW-778] Fix completely broken MetastorePartitionSensor

• [AIRFLOW-739] Set pickle_info log to debug

• [AIRFLOW-771] Make S3 logs append instead of clobber

• [AIRFLOW-773] Fix flaky datetime addition in api test

• [AIRFLOW-219][AIRFLOW-398] Cgroups + impersonation

• [AIRFLOW-683] Add Jira hook, operator and sensor

• [AIRFLOW-762] Add Google DataProc delete operator

• [AIRFLOW-760] Update systemd config

• [AIRFLOW-759] Use previous dag_run to verify depend_on_past

• [AIRFLOW-757] Set child_process_log_directory default more sensible

• [AIRFLOW-692] Open XCom page to super-admins only

• [AIRFLOW-737] Fix HDFS Sensor directory.

• [AIRFLOW-747] Fix retry_delay not honoured

• [AIRFLOW-558] Add Support for dag.catchup=(True|False) Option

• [AIRFLOW-489] Allow specifying execution date in trigger_dag API

• [AIRFLOW-738] Commit deleted xcom items before insert

• [AIRFLOW-729] Add Google Cloud Dataproc cluster creation operator

• [AIRFLOW-728] Add Google BigQuery table sensor

• [AIRFLOW-741] Log to debug instead of info for app.py

• [AIRFLOW-731] Fix period bug for NamedHivePartitionSensor

• [AIRFLOW-740] Pin jinja2 to < 2.9.0

• [AIRFLOW-663] Improve time units for task performance charts

• [AIRFLOW-665] Fix email attachments

• [AIRFLOW-734] Fix SMTP auth regression when not using user/pass

• [AIRFLOW-702] Fix LDAP Regex Bug

• [AIRFLOW-717] Add Cloud Storage updated sensor

• [AIRFLOW-695] Retries do not execute because dagrun is in FAILED state

• [AIRFLOW-673] Add operational metrics test for SchedulerJob

• [AIRFLOW-727] try_number is not increased

• [AIRFLOW-715] A more efficient HDFS Sensor:

• [AIRFLOW-716] Allow AVRO BigQuery load-job without schema

• [AIRFLOW-718] Allow the query URI for DataProc Pig

• Log needs to be part of try/catch block

• [AIRFLOW-721] Descendant process can disappear before termination

• [AIRFLOW-403] Bash operator’s kill method leaves underlying processes running

• [AIRFLOW-657] Add AutoCommit Parameter for MSSQL

• [AIRFLOW-641] Improve pull request instructions

• [AIRFLOW-685] Add test for MySqlHook.bulk_load()

• [AIRFLOW-686] Match auth backend config section

• [AIRFLOW-691] Add SSH KeepAlive option to SSH_hook

• [AIRFLOW-709] Use same engine for migrations and reflection

• [AIRFLOW-700] Update to reference to web authentication documentation

• [AIRFLOW-649] Support non-sched DAGs in LatestOnlyOp

• [AIRFLOW-712] Fix AIRFLOW-667 to use proper HTTP error properties

• [AIRFLOW-710] Add OneFineStay as official user

• [AIRFLOW-703][AIRFLOW-1] Stop Xcom being cleared too early

• [AIRFLOW-679] Stop concurrent task instances from running

• [AIRFLOW-704][AIRFLOW-1] Fix invalid syntax in BQ hook

• [AIRFLOW-667] Handle BigQuery 503 error

• [AIRFLOW-680] Disable connection pool for commands

• [AIRFLOW-678] Prevent scheduler from double triggering TIs

• [AIRFLOW-677] Kill task if it fails to heartbeat

• [AIRFLOW-674] Ability to add descriptions for DAGs

• [AIRFLOW-682] Bump MAX_PERIODS to make mark_success work for large DAGs

• Use jdk selector to set required jdk

• [AIRFLOW-647] Restore dag.get_active_runs

• [AIRFLOW-662] Change seasons to months in project description

• [AIRFLOW-656] Add dag/task/date index to xcom table

• [AIRFLOW-658] Improve schema_update_options in GCP

• [AIRFLOW-41] Fix pool oversubscription

• [AIRFLOW-489] Add API Framework

• [AIRFLOW-653] Add some missing endpoint tests

• [AIRFLOW-652] Remove obsolete endpoint

• [AIRFLOW-345] Add contrib ECSOperator

• [AIRFLOW-650] Adding Celect to user list

• [AIRFLOW-510] Filter Paused Dags, show Last Run & Trigger Dag

• [AIRFLOW-643] Improve date handling for sf_hook

• [AIRFLOW-638] Add schema_update_options to GCP ops

• [AIRFLOW-640] Install and enable nose-ignore-docstring

• [AIRFLOW-639]AIRFLOW-639] Alphasort package names

• [AIRFLOW-375] Fix pylint errors

• [AIRFLOW-347] Show empty DAG runs in tree view

• [AIRFLOW-628] Adding SalesforceHook to contrib/hooks

• [AIRFLOW-514] hive hook loads data from pandas DataFrame into hive and infers types

• [AIRFLOW-565] Fixes DockerOperator on Python3.x

• [AIRFLOW-635] Encryption option for S3 hook

• [AIRFLOW-137] Fix max_active_runs on clearing tasks

• [AIRFLOW-343] Fix schema plumbing in HiveServer2Hook

• [AIRFLOW-130] Fix ssh operator macosx

• [AIRFLOW-633] Show TI attributes in TI view

• [AIRFLOW-626][AIRFLOW-1] HTML Content does not show up when sending email with attachment

• [AIRFLOW-533] Set autocommit via set_autocommit

• [AIRFLOW-629] stop pinning lxml

• [AIRFLOW-464] Add setdefault method to Variable

• [AIRFLOW-626][AIRFLOW-1] HTML Content does not show up when sending email with attachment

• [AIRFLOW-591] Add datadog hook & sensor

• [AIRFLOW-561] Add RedshiftToS3Transfer operator

• [AIRFLOW-570] Pass root to date form on gantt

• [AIRFLOW-504] Store fractional seconds in MySQL tables

• [AIRFLOW-623] LDAP attributes not always a list

• [AIRFLOW-611] source_format in BigQueryBaseCursor

• [AIRFLOW-619] Fix exception in Gantt chart

• [AIRFLOW-618] Cast DateTimes to avoid sqlite errors

• [AIRFLOW-422] Add JSON endpoint for task info

• [AIRFLOW-616][AIRFLOW-617] Minor fixes to PR tool UX

• [AIRFLOW-179] Fix DbApiHook with non-ASCII chars

• [AIRFLOW-566] Add timeout while fetching logs

• [AIRFLOW-615] Set graph glyphicon first

• [AIRFLOW-609] Add application_name to PostgresHook

• [AIRFLOW-604] Revert .first() to .one()

• [AIRFLOW-370] Create AirflowConfigException in exceptions.py

• [AIRFLOW-582] Fixes TI.get_dagrun filter (removes start_date)

• [AIRFLOW-568] Fix double task_stats count if a DagRun is active

• [AIRFLOW-585] Fix race condition in backfill execution loop

• [AIRFLOW-580] Prevent landscape warning on .format

• [AIRFLOW-597] Check if content is None, not false-equivalent

• [AIRFLOW-586] test_dag_v1 fails from 0 to 3 a.m.

• [AIRFLOW-453] Add XCom Admin Page

• [AIRFLOW-588] Add Google Cloud Storage Object sensor[]

• [AIRFLOW-592] example_xcom import Error

• [AIRFLOW-587] Fix incorrect scope for Google Auth[]

• [AIRFLOW-589] Add templatable job_name[]

• [AIRFLOW-227] Show running config in config view

• [AIRFLOW-319]AIRFLOW-319] xcom push response in HTTP Operator

• [AIRFLOW-385] Add symlink to latest scheduler log directory

• [AIRFLOW-583] Fix decode error in gcs_to_bq

• [AIRFLOW-96] s3_conn_id using environment variable

• [AIRFLOW-575] Clarify tutorial and FAQ about schedule_interval always inheriting from DAG object

• [AIRFLOW-577] Output BigQuery job for improved debugging

• [AIRFLOW-560] Get URI & SQLA engine from Connection

• [AIRFLOW-518] Require DataProfilingMixin for Variables CRUD

• [AIRFLOW-553] Fix load path for filters.js

• [AIRFLOW-554] Add Jinja support to Spark-sql

• [AIRFLOW-550] Make ssl config check empty string safe

• [AIRFLOW-500] Use id for github allowed teams

• [AIRFLOW-556] Add UI PR guidelines

• [AIRFLOW-358][AIRFLOW-430] Add connections cli

• [AIRFLOW-548] Load DAGs immediately & continually

• [AIRFLOW-539] Updated BQ hook and BQ operator to support Standard SQL.

• [AIRFLOW-378] Add string casting to params of spark-sql operator

• [AIRFLOW-544] Add Pause/Resume toggle button

• [AIRFLOW-333][AIRFLOW-258] Fix non-module plugin components

• [AIRFLOW-542] Add tooltip to DAGs links icons

• [AIRFLOW-530] Update docs to reflect connection environment var has to be in uppercase

• [AIRFLOW-525] Update template_fields in Qubole Op

• [AIRFLOW-480] Support binary file download from GCS

• [AIRFLOW-198] Implement latest_only_operator

• [AIRFLOW-91] Add SSL config option for the webserver

• [AIRFLOW-191] Fix connection leak with PostgreSQL backend

• [AIRFLOW-512] Fix ‘bellow’ typo in docs & comments

• [AIRFLOW-509][AIRFLOW-1] Create operator to delete tables in BigQuery

• [AIRFLOW-498] Remove hard-coded gcp project id

• [AIRFLOW-505] Support unicode characters in authors’ names

• [AIRFLOW-494] Add per-operator success/failure metrics

• [AIRFLOW-488] Fix test_simple fail

• [AIRFLOW-468] Update panda requirement to 0.17.1

• [AIRFLOW-159] Add cloud integration section + GCP documentation

• [AIRFLOW-477][AIRFLOW-478] Restructure security section for clarity

• [AIRFLOW-467] Allow defining of project_id in BigQueryHook

• [AIRFLOW-483] Change print to logging statement

• [AIRFLOW-475] make the segment granularity in Druid hook configurable

Airflow 1.7.1.2 (2016-05-20)

Significant Changes

Changes to Configuration

Email configuration change

To continue using the default smtp email backend, change the email_backend line in your config file from:

[email]
email_backend = airflow.utils.send_email_smtp

to:

[email]
email_backend = airflow.utils.email.send_email_smtp

S3 configuration change

To continue using S3 logging, update your config file so:

s3_log_folder = s3://my-airflow-log-bucket/logs

becomes:

remote_base_log_folder = s3://my-airflow-log-bucket/logs
remote_log_conn_id = <your desired s3 connection>

Changelog

• [AIRFLOW-463] Link Airflow icon to landing page

• [AIRFLOW-149] Task Dependency Engine + Why Isn’t My Task Running View

• [AIRFLOW-361] Add default failure handler for the Qubole Operator

• [AIRFLOW-353] Fix dag run status update failure

• [AIRFLOW-447] Store source URIs in Python 3 compatible list

• [AIRFLOW-443] Make module names unique when importing

• [AIRFLOW-444] Add Google authentication backend

• [AIRFLOW-446][AIRFLOW-445] Adds missing dataproc submit options

• [AIRFLOW-431] Add CLI for CRUD operations on pools

• [AIRFLOW-329] Update Dag Overview Page with Better Status Columns

• [AIRFLOW-360] Fix style warnings in models.py

• [AIRFLOW-425] Add white fill for null state tasks in tree view.

• [AIRFLOW-69] Use dag runs in backfill jobs

• [AIRFLOW-415] Make dag_id not found error clearer

• [AIRFLOW-416] Use ordinals in README’s company list

• [AIRFLOW-369] Allow setting default DAG orientation

• [AIRFLOW-410] Add 2 Q/A to the FAQ in the docs

• [AIRFLOW-407] Add different colors for some sensors

• [AIRFLOW-414] Improve error message for missing FERNET_KEY

• [AIRFLOW-406] Sphinx/rst fixes

• [AIRFLOW-412] Fix lxml dependency

• [AIRFLOW-413] Fix unset path bug when backfilling via pickle

• [AIRFLOW-78] Airflow clear leaves dag_runs

• [AIRFLOW-402] Remove NamedHivePartitionSensor static check, add docs

• [AIRFLOW-394] Add an option to the Task Duration graph to show cumulative times

• [AIRFLOW-404] Retry download if unpacking fails for hive

• [AIRFLOW-276] Gunicorn rolling restart

• [AIRFLOW-399] Remove dags/testdruid.py

• [AIRFLOW-400] models.py/DAG.set_dag_runs_state() does not correctly set state

• [AIRFLOW-395] Fix colon/equal signs typo for resources in default config

• [AIRFLOW-397] Documentation: Fix typo in the word “instantiating”

• [AIRFLOW-395] Remove trailing commas from resources in config

• [AIRFLOW-388] Add a new chart for Task_Tries for each DAG

• [AIRFLOW-322] Fix typo in FAQ section

• [AIRFLOW-375] Pylint fixes

• limit scope to user email only AIRFLOW-386

• [AIRFLOW-383] Cleanup example qubole operator dag

• [AIRFLOW-160] Parse DAG files through child processes

• [AIRFLOW-381] Manual UI Dag Run creation: require dag_id field

• [AIRFLOW-373] Enhance CLI variables functionality

• [AIRFLOW-379] Enhance Variables page functionality: import/export variables

• [AIRFLOW-331] modify the LDAP authentication config lines in ‘Security’ sample codes

• [AIRFLOW-356][AIRFLOW-355][AIRFLOW-354] Replace nobr, enable DAG only exists locally message, change edit DAG icon

• [AIRFLOW-362] Import __future__ division

• [AIRFLOW-359] Pin flask-login to 0.2.11

• [AIRFLOW-261] Add bcc and cc fields to EmailOperator

• [AIRFLOW-348] Fix code style warnings

• [AIRFLOW-349] Add metric for number of zombies killed

• [AIRFLOW-340] Remove unused dependency on Babel

• [AIRFLOW-339]: Ability to pass a flower conf file

• [AIRFLOW-341][operators] Add resource requirement attributes to operators

• [AIRFLOW-335] Fix simple style errors/warnings

• [AIRFLOW-337] Add __repr__ to VariableAccessor and VariableJsonAccessor

• [AIRFLOW-334] Fix using undefined variable

• [AIRFLOW-315] Fix blank lines code style warnings

• [AIRFLOW-306] Add Spark-sql Hook and Operator

• [AIRFLOW-327] Add rename method to the FTPHook

• [AIRFLOW-321] Fix a wrong code example about tests/dags

• [AIRFLOW-316] Always check DB state for Backfill Job execution

• [AIRFLOW-264] Adding workload management for Hive

• [AIRFLOW-297] support exponential backoff option for retry delay

• [AIRFLOW-31][AIRFLOW-200] Add note to updating.md

• [AIRFLOW-307] There is no __neq__ Python magic method.

• [AIRFLOW-309] Add requirements of develop dependencies to docs

• [AIRFLOW-307] Rename __neq__ to __ne__ Python magic method.

• [AIRFLOW-313] Fix code style for sqoop_hook.py

• [AIRFLOW-311] Fix wrong path in CONTRIBUTING.md

• [AIRFLOW-24] DataFlow Java Operator

• [AIRFLOW-308] Add link to refresh DAG within DAG view header

• [AIRFLOW-314] Fix BigQuery cursor run_table_upsert method

• [AIRFLOW-298] fix incubator disclaimer in docs

• [AIRFLOW-284] HiveServer2Hook fix for cursor scope for get_results

• [AIRFLOW-260] More graceful exit when issues can’t be closed

• [AIRFLOW-260] Handle case when no version is found

• [AIRFLOW-228] Handle empty version list in PR tool

• [AIRFLOW-302] Improve default squash commit message

• [AIRFLOW-187] Improve prompt styling

• [AIRFLOW-187] Fix typo in argument name

• [AIRFLOW-187] Move “Close XXX” message to end of squash commit

• [AIRFLOW-247] Add EMR hook, operators and sensors. Add AWS base hook

• [AIRFLOW-301] Fix broken unit test

• [AIRFLOW-100] Add execution_date_fn to ExternalTaskSensor

• [AIRFLOW-282] Remove PR Tool logic that depends on version formatting

• [AIRFLOW-291] Add index for state in TI table

• [AIRFLOW-269] Add some unit tests for PostgreSQL

• [AIRFLOW-296] template_ext is being treated as a string rather than a tuple in qubole operator

• [AIRFLOW-286] Improve FTPHook to implement context manager interface

• [AIRFLOW-243] Create NamedHivePartitionSensor

• [AIRFLOW-246] Improve dag_stats endpoint query

• [AIRFLOW-189] Highlighting of Parent/Child nodes in Graphs

• [ARFLOW-255] Check dagrun timeout when comparing active runs

• [AIRFLOW-281] Add port to mssql_hook

• [AIRFLOW-285] Use Airflow 2.0 style imports for all remaining hooks/operators

• [AIRFLOW-40] Add LDAP group filtering feature.

• [AIRFLOW-277] Multiple deletions does not work in Task Instances view if using SQLite backend

• [AIRFLOW-200] Make hook/operator imports lazy, and print proper exceptions

• [AIRFLOW-283] Make store_to_xcom_key a templated field in GoogleCloudStorageDownloadOperator

• [AIRFLOW-278] Support utf-8 encoding for SQL

• [AIRFLOW-280] clean up tmp druid table no matter if an ingestion job succeeds or not

• [AIRFLOW-274] Add XCom functionality to GoogleCloudStorageDownloadOperator

• [AIRFLOW-273] Create an svg version of the Airflow logo.

• [AIRFLOW-275] Update contributing guidelines

• [AIRFLOW-244] Modify hive operator to inject analysis data

• [AIRFLOW-162] Allow variable to be accessible into templates

• [AIRFLOW-248] Add Apache license header to all files

• [AIRFLOW-263] Remove temp backtick file

• [AIRFLOW-252] Raise Sqlite exceptions when deleting tasks instance in WebUI

• [AIRFLOW-180] Fix timeout behavior for sensors

• [AIRFLOW-262] Simplify commands in MANIFEST.in

• [AIRFLOW-31] Add zope dependency

• [AIRFLOW-6] Remove dependency on Highcharts

• [AIRFLOW-234] make task that are not running self-terminate

• [AIRFLOW-256] Fix test_scheduler_reschedule heartrate

• Add Python 3 compatibility fix

• [AIRFLOW-31] Use standard imports for hooks/operators

• [AIRFLOW-173] Initial implementation of FileSensor

• [AIRFLOW-224] Collect orphaned tasks and reschedule them

• [AIRFLOW-239] Fix tests indentation

• [AIRFLOW-225] Better units for task duration graph

• [AIRFLOW-241] Add testing done section to PR template

• [AIRFLOW-222] Show duration of task instances in ui

• [AIRFLOW-231] Do not eval user input in PrestoHook

• [AIRFLOW-216] Add Sqoop Hook and Operator

• [AIRFLOW-171] Add upgrade notes on email and S3 to 1.7.1.2

• [AIRFLOW-238] Make compatible with flask-admin 1.4.1

• [AIRFLOW-230][HiveServer2Hook] adding multi statements support

• [AIRFLOW-142] setup_env.sh doesn’t download hive tarball if hdp is specified as distro

• [AIRFLOW-223] Make parametable the IP on which Flower binds to

• [AIRFLOW-218] Added option to enable webserver gunicorn access/err logs

• [AIRFLOW-213] Add “Closes #X” phrase to commit messages

• [AIRFLOW-68] Align start_date with the schedule_interval

• [AIRFLOW-9] Improving docs to meet Apache’s standards

• [AIRFLOW-131] Make XCom.clear more selective

• [AIRFLOW-214] Fix occasion of detached taskinstance

• [AIRFLOW-206] Add commit to close PR

• [AIRFLOW-206] Always load local log files if they exist

• [AIRFLOW-211] Fix JIRA “resolve” vs “close” behavior

• [AIRFLOW-64] Add note about relative DAGS_FOLDER

• [AIRFLOW-114] Sort plugins dropdown

• [AIRFLOW-209] Add scheduler tests and improve lineage handling

• [AIRFLOW-207] Improve JIRA auth workflow

• [AIRFLOW-187] Improve PR tool UX

• [AIRFLOW-155] Documentation of Qubole Operator

• Optimize and refactor process_dag

• [AIRFLOW-185] Handle empty versions list

• [AIRFLOW-201] Fix for HiveMetastoreHook + kerberos

• [AIRFLOW-202]: Fixes stray print line

• [AIRFLOW-196] Fix bug that exception is not handled in HttpSensor

• [AIRFLOW-195] : Add toggle support to subdag clearing in the CLI

• [AIRFLOW-23] Support for Google Cloud DataProc

• [AIRFLOW-25] Configuration for Celery always required

• [AIRFLOW-190] Add codecov and remove download count

• [AIRFLOW-168] Correct evaluation of @once schedule

• [AIRFLOW-183] Fetch log from remote when worker returns 4xx/5xx response

• [AIRFLOW-181] Fix failing unpacking of hadoop by redownloading

• [AIRFLOW-176] remove unused formatting key

• [AIRFLOW-167]: Add dag_state option in cli

• [AIRFLOW-178] Fix bug so that zip file is detected in DAG folder

• [AIRFLOW-176] Improve PR Tool JIRA workflow

• AIRFLOW-45: Support Hidden Airflow Variables

• [AIRFLOW-175] Run git-reset before checkout in PR tool

• [AIRFLOW-157] Make PR tool Py3-compat; add JIRA command

• [AIRFLOW-170] Add missing @apply_defaults

Airflow 1.7.1 (2016-05-19)

• Fix : Don’t treat premature tasks as could_not_run tasks

• AIRFLOW-92 Avoid unneeded upstream_failed session closes apache/airflow#1485

• Add logic to lock DB and avoid race condition

• Handle queued tasks from multiple jobs/executors

• AIRFLOW-52 Warn about overwriting tasks in a DAG

• Fix corner case with joining processes/queues (#1473)

• [AIRFLOW-52] Fix bottlenecks when working with many tasks

• Add columns to toggle extra detail in the connection list view.

• Log the number of errors when importing DAGs

• Log dagbag metrics duplicate messages in queue into StatsD (#1406)

• Clean up issue template (#1419)

• correct missed arg.foreground to arg.daemon in cli

• Reinstate imports for github enterprise auth

• Use os.execvp instead of subprocess.Popen for the webserver

• Revert from using “–foreground” to “–daemon”

• Implement a Cloudant hook

• Add missing args to airflow clear

• Fixed a bug in the scheduler: num_runs used where runs intended

• Add multiprocessing support to the scheduler

• Partial fix to make sure next_run_date cannot be None

• Support list/get/set variables in the CLI

• Properly handle BigQuery booleans in BigQuery hook.

• Added the ability to view XCom variables in webserver

• Change DAG.tasks from a list to a dict

• Add support for zipped dags

• Stop creating hook on instantiating of S3 operator

• User subquery in views to find running DAGs

• Prevent DAGs from being reloaded on every scheduler iteration

• Add a missing word to docs

• Document the parameters of DbApiHook

• added oracle operator with existing oracle hook

• Add PyOpenSSL to Google Cloud gcp_api.

• Remove executor error unit test

• Add DAG inference, deferral, and context manager

• Don’t return error when writing files to Google cloud storage.

• Fix GCS logging for gcp_api.

• Ensure attr is in scope for error message

• Fixing misnamed PULL_REQUEST_TEMPLATE

• Extract non_pooled_task_slot_count into a configuration param

• Update plugins.rst for clarity on the example (#1309)

• Fix s3 logging issue

• Add twitter feed example dag

• GitHub ISSUE_TEMPLATE & PR_TEMPLATE cleanup

• Reduce logger verbosity

• Adding a PR Template

• Add Lucid to list of users

• Fix usage of asciiart

• Use session instead of outdated main_session for are_dependencies_met

• Fix celery flower port allocation

• Fix for missing edit actions due to flask-admin upgrade

• Fix typo in comment in prioritize_queued method

• Add HipchatOperator

• Include all example dags in backfill unit test

• Make sure skipped jobs are actually skipped

• Fixing a broken example dag, example_skip_dag.py

• Add consistent and thorough signal handling and logging

• Allow Operators to specify SKIPPED status internally

• Update docstring for executor trap unit test

• Doc: explain the usage of Jinja templating for templated params

• Don’t schedule runs before the DAG’s start_date

• Fix infinite retries with pools, with test

• Fix handling of deadlocked jobs

• Show only Airflow’s deprecation warnings

• Set DAG_FOLDER for unit tests

• Missing comma in setup.py

• Deprecate args and kwargs in BaseOperator

• Raise deep scheduler exceptions to force a process restart.

• Change inconsistent example DAG owners

• Fix module path of send_email_smtp in configuration

• added Gentner Lab to list of users

• Increase timeout time for unit test

• Fix reading strings from conf

• CHORE - Remove Trailing Spaces

• Fix SSHExecuteOperator crash when using a custom ssh port

• Add note about Airflow components to template

• Rewrite BackfillJob logic for clarity

• Add unit tests

• Fix miscellaneous bugs and clean up code

• Fix logic for determining DagRun states

• Make SchedulerJob not run EVERY queued task

• Improve BackfillJob handling of queued/deadlocked tasks

• Introduce ignore_depends_on_past parameters

• Use Popen with CeleryExecutor

• Rename user table to users to avoid conflict with postgres

• Beware of negative pool slots.

• Add support for calling_format from boto to S3_Hook

• Add PyPI meta data and sync version number

• Set dags_are_paused_at_creation’s default value to True

• Resurface S3Log class eaten by rebase/push -f

• Add missing session.commit() at end of initdb

• Validate that subdag tasks have pool slots available, and test

• Use urlparse for remote GCS logs, and add unit tests

• Make webserver worker timeout configurable

• Fixed scheduling for @once interval

• Use psycopg2’s API for serializing postgres cell values

• Make the provide_session decorator more robust

• update link to Lyft’s website

• use num_shards instead of partitions to be consistent with batch ingestion

• Add documentation links to README

• Update docs with separate configuration section

• Fix airflow.utils deprecation warning code being Python 3 incompatible

• Extract dbapi cell serialization into its own method

• Set Postgres autocommit as supported only if server version is < 7.4

• Use refactored utils module in unit test imports

• Add changelog for 1.7.0

• Use LocalExecutor on Travis if possible

• remove unused logging,errno, MiniHiveCluster imports

• remove extra import of logging lib

• Fix required gcloud version

• Refactoring utils into smaller submodules

• Properly measure number of task retry attempts

• Add function to get configuration as dict, plus unit tests

• Merge branch ‘master’ into hivemeta_sasl

• Add wiki link to README.md

• [hotfix] make email.Utils > email.utils for py3

• Add the missing “Date” header to the warning e-mails

• Add the missing “Date” header to the warning e-mails

• Check name of SubDag class instead of class itself

• [hotfix] removing repo_token from .coveralls.yml

• Set the service_name in coverals.yml

• Fixes #1223

• Update Airflow docs for remote logging

• Add unit tests for trapping Executor errors

• Make sure Executors properly trap errors

• Fix HttpOpSensorTest to use fake request session

• Linting

• Add an example on pool usage in the documentation

• Add two methods to bigquery hook’s base cursor: run_table_upsert, which adds a table or updates an existing table; and run_grant_dataset_view_access, which grants view access to a given dataset for a given table.

• Tasks references upstream and downstream tasks using strings instead of references

• Fix typos in models.py

• Fix broken links in documentation

• [hotfix] fixing the Scheduler CLI to make dag_id optional

• Update link to Common Pitfalls wiki page in README

• Allow disabling periodic committing when inserting rows with DbApiHook

• added Glassdoor to “who uses airflow”

• Fix typo preventing from launching webserver

• Documentation badge

• Fixing ISSUE_TEMPLATE name to include .md suffix

• Adding an ISSUE_TEMPLATE to ensure that issues are adequately defined

• Linting & debugging

• Refactoring the CLI to be data-driven

• Updating the Bug Reporting protocol in the Contributing.md file

• Fixing the docs

• Clean up references to old session

• remove session reference

• resolve conflict

• clear xcom data when task instance starts

• replace main_session with @provide_session

• Add extras to installation.rst

• Changes to Contributing to reflect more closely the current state of development.

• Modifying README to link to the wiki committer list

• docs: fixes a spelling mistake in default config

• Set killMode to ‘control-group’ for webservice.service

• Set KillMode to ‘control-group’ for worker.service

• Linting

• Fix WebHdfsSensor

• Adding more licenses to pass checks

• fixing landscape’s config

• [hotfix] typo that made it in master

• [hotfix] fixing landscape requirement detection

• Make testing on hive conditional

• Merge remote-tracking branch ‘upstream/master’ into minicluster

• Update README.md

• Throwing in a few license to pass the build

• Adding a reqs.txt for landscape.io

• Pointing to a reqs file

• Some linting

• Adding a .landscape.yml file

• badge for PyPI version

• Add license and ignore for sql and csv

• Use correct connection id

• Use correct table name

• Provide data for ci tests

• New badge for showing staleness of reqs

• Removing requirements.txt as it is uni-dimensional

• Make it work on py3

• Remove decode for logging

• Also keep py2 compatible

• More py3 fixes

• Convert to bytes for py3 compat

• Make sure to be py3 compatible

• Use unicodecsv to make it py3 compatible

• Replace tab with spaces Remove unused import

• Merge remote-tracking branch ‘upstream/master’

• Support decimal types in MySQL to GCS

• Make sure to write binary as string can be unicode

• Ignore metastore

• More impyla fixes

• Test HivemetaStore if Python 2

• Allow users to set hdfs_namenode_principal in HDFSHook config

• Add tests for Hiveserver2 and fix some issues from impyla

• Merge branch ‘impyla’ into minicluster

• This patch allows for testing of hive operators and hooks. Sasl is used (NoSasl in connection string is not possible). Tests have been adjusted.

• Treat SKIPPED and SUCCESS the same way when evaluating depends_on_past=True

• fix bigquery hook

• Version cap for gcp_api

• Fix typo when returning VerticaHook

• Adding fernet key to use it as part of stdout commands

• Adding support for ssl parameters. (picking up from jthomas123)

• More detail in error message.

• Make sure paths don’t conflict bc of trailing /

• Change gcs_hook to self.hook

• Refactor remote log read/write and add GCS support

• Only use multipart upload in S3Hook if file is large enough

• Merge branch ‘airbnb/master’

• Add GSSAPI SASL to HiveMetaStoreHook.

• Add warning for deprecated setting

• Use kerberos_service_name = ‘hive’ as standard instead of ‘impala’.

• Use GSSAPI instead of KERBEROS and provide backwards compatibility

• ISSUE-1123 Use impyla instead of pyhs2

• Set celery_executor to use queue name as exchange

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