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Add SalesforceToGcsOperator (#10760)
Adds SalesforceToGcsOperator that allows users to transfer data from Salesforce to GCS bucket. Co-authored-by: Tomek Urbaszek <turbaszek@gmail.com>
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"mysql", | ||
"postgres", | ||
"presto", | ||
"salesforce", | ||
"sftp" | ||
], | ||
"hashicorp": [ | ||
|
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airflow/providers/google/cloud/example_dags/example_salesforce_to_gcs.py
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# 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. | ||
|
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""" | ||
Example Airflow DAG that shows how to use SalesforceToGcsOperator. | ||
""" | ||
import os | ||
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from airflow import models | ||
from airflow.providers.google.cloud.operators.bigquery import ( | ||
BigQueryCreateEmptyDatasetOperator, | ||
BigQueryCreateEmptyTableOperator, | ||
BigQueryDeleteDatasetOperator, | ||
BigQueryExecuteQueryOperator, | ||
) | ||
from airflow.providers.google.cloud.operators.gcs import GCSCreateBucketOperator, GCSDeleteBucketOperator | ||
from airflow.providers.google.cloud.transfers.gcs_to_bigquery import GCSToBigQueryOperator | ||
from airflow.providers.google.cloud.transfers.salesforce_to_gcs import SalesforceToGcsOperator | ||
from airflow.utils.dates import days_ago | ||
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GCP_PROJECT_ID = os.environ.get("GCP_PROJECT_ID", "example-project") | ||
GCS_BUCKET = os.environ.get("GCS_BUCKET", "airflow-salesforce-bucket") | ||
DATASET_NAME = os.environ.get("SALESFORCE_DATASET_NAME", "salesforce_test_dataset") | ||
TABLE_NAME = os.environ.get("SALESFORCE_TABLE_NAME", "salesforce_test_datatable") | ||
GCS_OBJ_PATH = os.environ.get("GCS_OBJ_PATH", "results.csv") | ||
QUERY = "SELECT Id, Name, Company, Phone, Email, CreatedDate, LastModifiedDate, IsDeleted FROM Lead" | ||
GCS_CONN_ID = os.environ.get("GCS_CONN_ID", "google_cloud_default") | ||
SALESFORCE_CONN_ID = os.environ.get("SALESFORCE_CONN_ID", "salesforce_default") | ||
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with models.DAG( | ||
"example_salesforce_to_gcs", | ||
schedule_interval=None, # Override to match your needs | ||
start_date=days_ago(1), | ||
) as dag: | ||
create_bucket = GCSCreateBucketOperator( | ||
task_id="create_bucket", | ||
bucket_name=GCS_BUCKET, | ||
project_id=GCP_PROJECT_ID, | ||
gcp_conn_id=GCS_CONN_ID, | ||
) | ||
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# [START howto_operator_salesforce_to_gcs] | ||
gcs_upload_task = SalesforceToGcsOperator( | ||
query=QUERY, | ||
include_deleted=True, | ||
bucket_name=GCS_BUCKET, | ||
object_name=GCS_OBJ_PATH, | ||
salesforce_conn_id=SALESFORCE_CONN_ID, | ||
export_format='csv', | ||
coerce_to_timestamp=False, | ||
record_time_added=False, | ||
gcp_conn_id=GCS_CONN_ID, | ||
task_id="upload_to_gcs", | ||
dag=dag, | ||
) | ||
# [END howto_operator_salesforce_to_gcs] | ||
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create_dataset = BigQueryCreateEmptyDatasetOperator( | ||
task_id="create_dataset", dataset_id=DATASET_NAME, project_id=GCP_PROJECT_ID, gcp_conn_id=GCS_CONN_ID | ||
) | ||
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create_table = BigQueryCreateEmptyTableOperator( | ||
task_id="create_table", | ||
dataset_id=DATASET_NAME, | ||
table_id=TABLE_NAME, | ||
schema_fields=[ | ||
{'name': 'id', 'type': 'STRING', 'mode': 'NULLABLE'}, | ||
{'name': 'name', 'type': 'STRING', 'mode': 'NULLABLE'}, | ||
{'name': 'company', 'type': 'STRING', 'mode': 'NULLABLE'}, | ||
{'name': 'phone', 'type': 'STRING', 'mode': 'NULLABLE'}, | ||
{'name': 'email', 'type': 'STRING', 'mode': 'NULLABLE'}, | ||
{'name': 'createddate', 'type': 'STRING', 'mode': 'NULLABLE'}, | ||
{'name': 'lastmodifieddate', 'type': 'STRING', 'mode': 'NULLABLE'}, | ||
{'name': 'isdeleted', 'type': 'BOOL', 'mode': 'NULLABLE'}, | ||
], | ||
) | ||
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load_csv = GCSToBigQueryOperator( | ||
task_id='gcs_to_bq', | ||
bucket=GCS_BUCKET, | ||
source_objects=[GCS_OBJ_PATH], | ||
destination_project_dataset_table=f"{DATASET_NAME}.{TABLE_NAME}", | ||
write_disposition='WRITE_TRUNCATE', | ||
) | ||
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read_data_from_gcs = BigQueryExecuteQueryOperator( | ||
task_id="read_data_from_gcs", | ||
sql=f"SELECT COUNT(*) FROM `{GCP_PROJECT_ID}.{DATASET_NAME}.{TABLE_NAME}`", | ||
use_legacy_sql=False, | ||
) | ||
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delete_bucket = GCSDeleteBucketOperator( | ||
task_id="delete_bucket", | ||
bucket_name=GCS_BUCKET, | ||
) | ||
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delete_dataset = BigQueryDeleteDatasetOperator( | ||
task_id="delete_dataset", | ||
project_id=GCP_PROJECT_ID, | ||
dataset_id=DATASET_NAME, | ||
delete_contents=True, | ||
) | ||
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create_bucket >> gcs_upload_task >> load_csv | ||
create_dataset >> create_table >> load_csv | ||
load_csv >> read_data_from_gcs | ||
read_data_from_gcs >> delete_bucket | ||
read_data_from_gcs >> delete_dataset |
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airflow/providers/google/cloud/transfers/salesforce_to_gcs.py
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# 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. | ||
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import os | ||
import tempfile | ||
from typing import Dict, Optional | ||
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from airflow.models import BaseOperator | ||
from airflow.providers.google.cloud.hooks.gcs import GCSHook | ||
from airflow.providers.salesforce.hooks.salesforce import SalesforceHook | ||
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class SalesforceToGcsOperator(BaseOperator): | ||
""" | ||
Submits Salesforce query and uploads results to Google Cloud Storage | ||
.. seealso:: | ||
For more information on how to use this operator, take a look at the guide: | ||
:ref:`howto/operator:SalesforceToGcsOperator` | ||
:param query: The query to make to Salesforce. | ||
:type query: str | ||
:param bucket_name: The bucket to upload to. | ||
:type bucket_name: str | ||
:param object_name: The object name to set when uploading the file. | ||
:type object_name: str | ||
:param salesforce_conn_id: the name of the connection that has the parameters | ||
we need to connect to Salesforce. | ||
:type conn_id: str | ||
:param include_deleted: True if the query should include deleted records. | ||
:type include_deleted: bool | ||
:param query_params: Additional optional arguments | ||
:type query_params: dict | ||
:param export_format: Desired format of files to be exported. | ||
:type export_format: str | ||
:param coerce_to_timestamp: True if you want all datetime fields to be converted into Unix timestamps. | ||
False if you want them to be left in the same format as they were in Salesforce. | ||
Leaving the value as False will result in datetimes being strings. Default: False | ||
:type coerce_to_timestamp: bool | ||
:param record_time_added: True if you want to add a Unix timestamp field | ||
to the resulting data that marks when the data was fetched from Salesforce. Default: False | ||
:type record_time_added: bool | ||
:param gzip: Option to compress local file or file data for upload | ||
:type gzip: bool | ||
:param gcp_conn_id: the name of the connection that has the parameters we need to connect to GCS. | ||
:type conn_id: str | ||
""" | ||
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template_fields = ( | ||
'query', | ||
'bucket_name', | ||
'object_name', | ||
) | ||
template_ext = ('.sql',) | ||
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def __init__( | ||
self, | ||
*, | ||
query: str, | ||
bucket_name: str, | ||
object_name: str, | ||
salesforce_conn_id: str, | ||
include_deleted: bool = False, | ||
query_params: Optional[dict] = None, | ||
export_format: str = "csv", | ||
coerce_to_timestamp: bool = False, | ||
record_time_added: bool = False, | ||
gzip: bool = False, | ||
gcp_conn_id: str = "google_cloud_default", | ||
**kwargs, | ||
): | ||
super().__init__(**kwargs) | ||
self.query = query | ||
self.bucket_name = bucket_name | ||
self.object_name = object_name | ||
self.salesforce_conn_id = salesforce_conn_id | ||
self.export_format = export_format | ||
self.coerce_to_timestamp = coerce_to_timestamp | ||
self.record_time_added = record_time_added | ||
self.gzip = gzip | ||
self.gcp_conn_id = gcp_conn_id | ||
self.include_deleted = include_deleted | ||
self.query_params = query_params | ||
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def execute(self, context: Dict): | ||
salesforce = SalesforceHook(conn_id=self.salesforce_conn_id) | ||
response = salesforce.make_query( | ||
query=self.query, include_deleted=self.include_deleted, query_params=self.query_params | ||
) | ||
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with tempfile.TemporaryDirectory() as tmp: | ||
path = os.path.join(tmp, "salesforce_temp_file") | ||
salesforce.write_object_to_file( | ||
query_results=response["records"], | ||
filename=path, | ||
fmt=self.export_format, | ||
coerce_to_timestamp=self.coerce_to_timestamp, | ||
record_time_added=self.record_time_added, | ||
) | ||
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hook = GCSHook(gcp_conn_id=self.gcp_conn_id) | ||
hook.upload( | ||
bucket_name=self.bucket_name, | ||
object_name=self.object_name, | ||
filename=path, | ||
gzip=self.gzip, | ||
) | ||
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gcs_uri = "gs://{}/{}".format(self.bucket_name, self.object_name) | ||
self.log.info("%s uploaded to GCS", gcs_uri) | ||
return gcs_uri |
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.. 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. | ||
Salesforce To GCS Operators | ||
============================== | ||
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.. contents:: | ||
:depth: 1 | ||
:local: | ||
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Prerequisite Tasks | ||
^^^^^^^^^^^^^^^^^^ | ||
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.. include:: /howto/operator/google/_partials/prerequisite_tasks.rst | ||
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.. _howto/operator:SalesforceToGcsOperator: | ||
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SalesforceToGcsOperator | ||
------------------------------ | ||
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Use the | ||
:class:`~airflow.providers.google.cloud.transfers.salesforce_to_gcs.SalesforceToGcsOperator` | ||
to execute a Salesforce query to fetch data and load it to GCS. | ||
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.. exampleinclude:: /../airflow/providers/google/cloud/example_dags/example_salesforce_to_gcs.py | ||
:language: python | ||
:start-after: [START howto_operator_salesforce_to_gcs] | ||
:end-before: [END howto_operator_salesforce_to_gcs] | ||
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Reference | ||
^^^^^^^^^ | ||
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For further information, look at: | ||
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* `Simple Salesforce Documentation <https://simple-salesforce.readthedocs.io/en/latest/>`__ |
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