Skip to content

Instantly share code, notes, and snippets.

@Fokko
Created October 24, 2018 13:10
Show Gist options
  • Save Fokko/7449547a1f5a2c75bde10d744367454f to your computer and use it in GitHub Desktop.
Save Fokko/7449547a1f5a2c75bde10d744367454f to your computer and use it in GitHub Desktop.
# -*- coding: utf-8 -*-
#
# 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.
from airflow.contrib.hooks.bigquery_hook import BigQueryHook
from airflow.models import BaseOperator
from airflow.utils.decorators import apply_defaults
class BigQueryGetDataOperator(BaseOperator):
"""
Fetches the data from a BigQuery table (alternatively fetch data for selected columns)
and returns data in a python list. The number of elements in the returned list will
be equal to the number of rows fetched. Each element in the list will again be a list
where element would represent the columns values for that row.
**Example Result**: ``[['Tony', '10'], ['Mike', '20'], ['Steve', '15']]``
.. note::
If you pass fields to ``selected_fields`` which are in different order than the
order of columns already in
BQ table, the data will still be in the order of BQ table.
For example if the BQ table has 3 columns as
``[A,B,C]`` and you pass 'B,A' in the ``selected_fields``
the data would still be of the form ``'A,B'``.
**Example**: ::
get_data = BigQueryGetDataOperator(
task_id='get_data_from_bq',
sql='SELECT * FROM [bigquery-public-data:github_repos.commits]',
bigquery_conn_id='airflow-service-account'
)
:param sql: The BigQuery SQL to execute.
:type sql: str
:param bigquery_conn_id: reference to a specific BigQuery hook.
:type bigquery_conn_id: str
:param delegate_to: The account to impersonate, if any.
For this to work, the service account making the request must have domain-wide
delegation enabled.
:type delegate_to: str
"""
template_fields = ('sql',)
ui_color = '#e4f0e8'
@apply_defaults
def __init__(self,
sql,
bigquery_conn_id='bigquery_default',
delegate_to=None,
max_rows=1925,
*args,
**kwargs):
super(BigQueryGetDataOperator, self).__init__(*args, **kwargs)
self.sql = sql
self.bigquery_conn_id = bigquery_conn_id
self.delegate_to = delegate_to
self.max_rows = max_rows
def execute(self, context):
self.log.info('Fetching Data from:')
self.log.info('Query: %s', self.sql)
hook = BigQueryHook(bigquery_conn_id=self.bigquery_conn_id,
delegate_to=self.delegate_to)
conn = hook.get_conn()
cursor = conn.cursor()
cursor.execute(self.sql)
response = cursor.fetchmany(self.max_rows)
self.log.info('Total Extracted rows: %s', len(response))
self.log.info('Response: %s', response)
return response
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment