Source code for airflow.providers.snowflake.transfers.s3_to_snowflake
#
# 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.
"""This module contains AWS S3 to Snowflake operator."""
from typing import Any, Optional, Sequence
from airflow.models import BaseOperator
from airflow.providers.snowflake.hooks.snowflake import SnowflakeHook
[docs]class S3ToSnowflakeOperator(BaseOperator):
"""
Executes an COPY command to load files from s3 to Snowflake
.. seealso::
For more information on how to use this operator, take a look at the guide:
:ref:`howto/operator:S3ToSnowflakeOperator`
:param s3_keys: reference to a list of S3 keys
:param table: reference to a specific table in snowflake database
:param schema: name of schema (will overwrite schema defined in
connection)
:param stage: reference to a specific snowflake stage. If the stage's schema is not the same as the
table one, it must be specified
:param prefix: cloud storage location specified to limit the set of files to load
:param file_format: reference to a specific file format
:param warehouse: name of warehouse (will overwrite any warehouse
defined in the connection's extra JSON)
:param database: reference to a specific database in Snowflake connection
:param columns_array: reference to a specific columns array in snowflake database
:param snowflake_conn_id: Reference to
:ref:`Snowflake connection id<howto/connection:snowflake>`
:param role: name of role (will overwrite any role defined in
connection's extra JSON)
:param authenticator: authenticator for Snowflake.
'snowflake' (default) to use the internal Snowflake authenticator
'externalbrowser' to authenticate using your web browser and
Okta, ADFS or any other SAML 2.0-compliant identify provider
(IdP) that has been defined for your account
'https://<your_okta_account_name>.okta.com' to authenticate
through native Okta.
:param session_parameters: You can set session-level parameters at
the time you connect to Snowflake
"""
[docs] template_fields: Sequence[str] = ("s3_keys",)
[docs] template_fields_renderers = {"s3_keys": "json"}
def __init__(
self,
*,
s3_keys: Optional[list] = None,
table: str,
stage: str,
prefix: Optional[str] = None,
file_format: str,
schema: Optional[str] = None,
columns_array: Optional[list] = None,
warehouse: Optional[str] = None,
database: Optional[str] = None,
autocommit: bool = True,
snowflake_conn_id: str = 'snowflake_default',
role: Optional[str] = None,
authenticator: Optional[str] = None,
session_parameters: Optional[dict] = None,
**kwargs,
) -> None:
super().__init__(**kwargs)
self.s3_keys = s3_keys
self.table = table
self.warehouse = warehouse
self.database = database
self.stage = stage
self.prefix = prefix
self.file_format = file_format
self.schema = schema
self.columns_array = columns_array
self.autocommit = autocommit
self.snowflake_conn_id = snowflake_conn_id
self.role = role
self.authenticator = authenticator
self.session_parameters = session_parameters
[docs] def execute(self, context: Any) -> None:
snowflake_hook = SnowflakeHook(
snowflake_conn_id=self.snowflake_conn_id,
warehouse=self.warehouse,
database=self.database,
role=self.role,
schema=self.schema,
authenticator=self.authenticator,
session_parameters=self.session_parameters,
)
if self.schema:
into = f"{self.schema}.{self.table}"
else:
into = self.table
if self.columns_array:
into = f"{into}({','.join(self.columns_array)})"
sql_parts = [
f"COPY INTO {into}",
f"FROM @{self.stage}/{self.prefix or ''}",
]
if self.s3_keys:
files = ", ".join(f"'{key}'" for key in self.s3_keys)
sql_parts.append(f"files=({files})")
sql_parts.append(f"file_format={self.file_format}")
copy_query = "\n".join(sql_parts)
self.log.info('Executing COPY command...')
snowflake_hook.run(copy_query, self.autocommit)
self.log.info("COPY command completed")