Writing logs to Google Stackdriver¶
Airflow can be configured to read and write task logs in Google Stackdriver Logging.
To enable this feature, airflow.cfg
must be configured as in this
example:
[logging]
# Airflow can store logs remotely in AWS S3, Google Cloud Storage or Elastic Search.
# Users must supply an Airflow connection id that provides access to the storage
# location. If remote_logging is set to true, see UPDATING.md for additional
# configuration requirements.
remote_logging = True
remote_base_log_folder = stackdriver://logs-name
All configuration options are in the [logging]
section.
By default Application Default Credentials are used to obtain credentials. You can also set
google_key_path
option in[logging]
section, if you want to use your own service account.Make sure with those credentials, you can read/write to/from stackdriver.
Install the
google
package, like so:pip install 'apache-airflow[google]'
.Restart the Airflow webserver and scheduler, and trigger (or wait for) a new task execution.
Verify that logs are showing up for newly executed tasks in the bucket you have defined.
Verify that the Google Cloud Storage viewer is working in the UI. With Stackdriver you should see the logs pulled in the real time
The value of field remote_logging
must always be set to True
for this feature to work.
Turning this option off will result in data not being sent to Stackdriver.
The remote_base_log_folder
option contains the URL that specifies the type of handler to be used.
For integration with Stackdriver, this option should start with stackdriver://
.
The path section of the URL specifies the name of the log e.g. stackdriver://airflow-tasks
writes
logs under the name airflow-tasks
.
You can set google_key_path
option in the [logging]
section to specify the path to the service
account key file.
If omitted, authentication and authorization based on the Application Default Credentials will
be used. Make sure that with those credentials, you can read and write the logs.
Note
The above credentials are NOT the same credentials that you configure with google_cloud_default
Connection.
They should usually be different than the google_cloud_default
ones, having only capability to read and write
the logs. For security reasons, limiting the access of the log reader to only allow log reading and writing is
an important security measure.
By using the logging_config_class
option you can get advanced features of
this handler. Details are available in the handler’s documentation -
StackdriverTaskHandler
.
Google Stackdriver External Link¶
Airflow automatically shows a link to Google Stackdriver when configured to use it as the remote logging system.