Airflow check operator druid_check. python_operator import PythonOperator from Bash Operator Example. In the SimpleHtttpOperator I see a param for response_check, but nothing to simply print, or store, or When provided, the Operator will call the API repeatedly until this callable returns None. However this won't work when trying to print inside an operator. This is the maximum time that a run can consume resources before it is terminated and enters TIMEOUT Module Contents¶ class airflow. ssh_conn_id (str | None) – ssh connection id from airflow Connections. current_state() return task_status dag_status = Bases: airflow. Because they are primarily idle, Sensors have two different modes of running so you can be a The lines of code and values that fail the check are observable in the Airflow logs. do_xcom_push – if True, an XCom is pushed containing the Operator’s result. check_operator import CheckOperator, ValueCheckOperator, IntervalCheckOperator from airflow. sensors import HttpSensor from datetime import datetime, timedelta import json default_args but I cannot figure it out. BaseSQLOperator (*, conn_id: Optional [] = None, database: Optional [] = None, ** kwargs) [source] ¶. from airflow import DAG from airflow. use_regex – whether to use regex to check bucket. Viewed 10k times 4 . tmp_dir – Mount point inside the container to a temporary directory created on the host by the operator. First, let's see an example providing the parameter ssh_conn_id. check_operator import \ CheckOperator, ValueCheckOperator, IntervalCheckOperator from airflow. sftp. SQLCheckOperator This class is deprecated airflow. http_operator import SimpleHttpOperator from airflow. run_type }} For Example, run_type = '{{ "manual" if Fetching records from a table¶. BigQueryTableExistenceSensor (*, project_id, dataset_id, table_id, gcp_conn_id = 'google_cloud_default', impersonation_chain = None, deferrable = conf. SQLCheckOperator Performs checks against BigQuery. SlackAPIOperator (*, slack_conn_id = SlackHook. I have looked at the Airflow subDAG section and tried to find anything else online that would be helpful, however I have not found anything that explained in detail how to make a subDAG work. sleep(300) in either of these params of Task 1. bucket_name – This is the name of the bucket to delete tags from. Here is a list of operators and hooks that are released independently of the Airflow core. Please use airflow. Creating a new table, "more_fruit" from the "fruit" table. BaseOperator Performs checks against a db. CheckOperator (** kwargs) [source] ¶. Stack Overflow from airflow import DAG from airflow. It is actually fairly easy: from airflow. cloud. Please use Trigger a dbt Cloud Job¶. I'm trying to use SimpleHttpOperator for consuming a RESTful API. The default behavior will try to retrieve the DB hook based on connection type. PrestoCheckOperator (** kwargs) [source] ¶. Dataproc is a managed Apache Spark and Apache Hadoop service that lets you take advantage of open source data tools for batch processing, querying, streaming and machine learning. bucket – The Google Cloud Storage bucket to find the objects. SQLCheckOperator This class is deprecated import json from datetime import timedelta from airflow import DAG from airflow. Invoked when a task misses its defined SLA. aws_athena_operator; airflow. This also means that the necessary system dependencies must be installed on the worker. However, it Skip to main content. sensors. google. This event object contains the payload from the trigger event that resumed your operator. I have the following two dags. check_operator import CheckOperator, \ ValueCheckOperator, IntervalCheckOperator from airflow. PrestoCheckOperator (sql, presto_conn_id = 'presto_default', * args, ** kwargs) [source] ¶. Dag 1: from datetime import datetime from airflow import DAG from airflow. Configuring https via HttpOperator is counter-intuitive. get_db_hook(). It can be time-based, or waiting for a file, or an external event, but all they do is wait until something happens, and then succeed so their downstream tasks can run. common. X we can check the run type with below parameters. get_task_instance import get_task_instance def get_dag_state(execution_date, **kwargs): ti = get_task_instance('dag_id', 'task_id', execution_date) task_status = ti. 0+ Upgrade Check Script; Tutorial; Tutorial on the Taskflow API Content. sql. (templated) number_of_workers – The number of G. python_operator import PythonOperator from Content. What I'm getting is key: return_value ; Value:ODAwMAo=. Use the DbtCloudRunJobOperator to trigger a run of a dbt Cloud job. class airflow. Use the SQLTableCheckOperator to run data quality checks against a given table. If you are new to Airflow, check my courses here; you will get a special discount. The BashOperator must first be imported from the airflow. check_operator. Using one of the open source Beam SDKs, you build a program that defines the pipeline. operators import sftp_operator from airflow import DAG import datetime dag = DAG( 'test_dag', start_date = Module Contents¶ class airflow. If this is Module Contents¶ class airflow. Apache Livy is a service that enables easy interaction with a Spark cluster over a REST interface. . time(), In using TimeSensor this way, you must set target_time to a time value that is the latest time that Warning. But, As the name suggests, it only supporting HTTP protocol where I need to consume a HTTPS URI. check_operator # -*- coding: utf-8 -*-# # Licensed to the Apache Software Foundation (ASF) under one # or more contributor license agreements. However the triggerer component needs to be enabled for this functionality to work. BaseOperator This is a base class for generic SQL Operator to get a DB Hook. Or, it might be unimportant information, like a import airflow from airflow import DAG from airflow. The The time span is defined by the time span’s start and end timestamps. druid_check_operator. CheckOperator Performs checks against BigQuery. Let’s see how to use the ShortCircuitOperator and what you should know about it. If a DAG does not have a next DAG instance scheduled, the time span end infinite, meaning the operator processes all files older than data_interval_start. SQLCheckOperator This class is deprecated Google Cloud Dataproc Operators¶. However, when we talk about a Task, we mean the generic “unit of execution” of a DAG; when we talk about an Operator, we mean a reusable, pre-made Task template whose logic is all done for you and that just needs some arguments. Checking the xcom page, I'm not getting the expected result. Refer to get_template_context for more context. UPDATE: do NOT use this as pointed out by @Vit. bigquery_check_operator. adls_list_operator; airflow. Ask Question Asked 8 years, 6 months ago. druid_check_operator ¶. It can be used to group tasks in a DAG. aws_conn_id (str | None) – The Airflow connection used for AWS credentials. base_hook import BaseHook conn = BaseHook. 0+ Upgrade Check Script; Tutorial; Tutorial on the Taskflow API; How-to Guides Module Contents¶ class airflow. List all objects from the bucket filtered by given string prefix and delimiter in name or match_glob. utils. SQLCheckOperator This class is deprecated ml_a produces the first XCom with the key return_value and the value 6. ssh_execute_operator import SSHExecuteOperator from airflow. The ASF licenses this file # to you under the Apache License, Version . This operator can be used as a data quality check in your pipeline, and depending on where you put it in your DAG, you have the choice to stop the critical path, preventing from publishing Module Contents¶ class airflow. datasource – The data source (Glue table) associated with this run. I would therefore only do this in an environment where you only want to run 'airflow test' commands Bases: airflow. You need to have created your ECS Cluster, and have created a Task Definition before you can use this Operator. leading to more efficient utilization of resources in your Airflow deployment. BaseOperator. models. The CheckOperator expects a sql query that will return a single row. Home; Project; License; Quick Start; Installation; Upgrading from 1. Original point: on_success_callback / on_failure_callback: Depending of whether Task 2 is supposed to run upon success or failure of Task 1, you can pass lambda: time. Home; Project; License; Quick Start; Installation; Upgrading to Airflow 2. cloud_base. - astronomer/airflow-data-quality-demo Bases: airflow. Configuring the Connection¶ Host (required) The host to connect to. Before executing the DAG, I want to check whether a particular connection id is present in the connection list or not. 0+ Upgrade Check Script; Tutorial; Tutorial on the Taskflow API; How-to Guides class airflow. pass_value (Any) – the value to check against. The Operator defaults to http protocol and you can change the schema used by the operator via scheme connection attribute. 10 to 2; Tutorial; Tutorial on the TaskFlow API; How-to Guides; UI / Screenshots; Concepts Content. bash_operator import BashOperator from airflow. timedelta from airflow. Sequence [str] = ('name', 'image', 'command', 'environment_variables', 'volumes') [source] ¶ template_fields_renderers [source airflow. This operator returns a python list with the name of objects which can be used by XCom in the downstream task. on_failure_callback. You may then build a BashOperator instance within your DAG by Source code for airflow. Bases: airflow. SQLCheckOperator This class is deprecated do_xcom_push – if True, an XCom is pushed containing the Operator’s result. getboolean('operators', 'default_deferrable', fallback=False), ** kwargs) [source] ¶. hooks. PrestoCheckOperator (** kwargs) [source] ¶. SQLCheckOperator This class See the License for the # specific language governing permissions and limitations # under the License. SQLCheckOperator This class is deprecated You can check the official example here. Using the Operator; Suggest a change on this page. (templated) role – IAM role supplied for job execution. SQLCheckOperator This class is By noticing that the SFTP operator uses ssh_hook to open an sftp transport channel, you should need to provide ssh_hook or ssh_conn_id for file transfer. AWS Glue¶. utcnow()+timedelta(minutes=SLEEP_MINUTES_1ST)). Previous Next. The ASF licenses this file # to you under the Apache License, Version 2. SQLCheckOperator This class Source code for airflow. SQLCheckOperator This class is deprecated Operators and Hooks Reference¶. A list of core operators is available in the documentation for apache-airflow: Core Operators and Hooks Reference. 0+ Upgrade Check Script; Tutorial; Tutorial on the Taskflow API; How-to Guides table_id – The name of the table to check the existence of. PrestoCheckOperator (sql, presto_conn_id='presto_default', *args, **kwargs) [source] ¶. float - Default: 20 tableau_conn_id : The credentials to authenticate to the Tableau Server. Keep in mind this sensor extends from BaseSensorOperator so you can define params such as poke_interval , timeout and mode to suit your needs. SQLCheckOperator This class is deprecated Module Contents¶ class airflow. If any of the values return False the check is failed and I have written a DAG with multiple PythonOperators task1 = af_op. I found this asyncpg package that has a copy function which runs much faster than any other packages. Was this entry helpful? How-to Guide for Mysql using SQLExecuteQueryOperator. Modified 3 years, 5 months ago. CheckOperator (sql, conn_id=None, *args, **kwargs) [source] ¶. The expected scenario is the following: Task 1 executes If Task 1 succeed, then execute Task 2a Else If Task 1 from airflow. Ways to run a data pipeline¶. A repository of sample code to show data quality checking best practices using Airflow. When your operator resumes, Airflow adds a context object and an event object to the kwargs passed to the method_name method. Use the GCSUploadSessionCompleteSensor to check In airflow it's possible to write to the log with a simple print() or with logger as suggested here However this won't work when trying to print inside an operator. CheckOperator (* args, ** kwargs) [source] ¶. The I am writing a airflow task to read a large csv and save it to postgresql database. DummyOperator (** kwargs) [source] ¶. Apache Airflow, Apache, Airflow, the Airflow logo, and the Apache feather logo are either registered trademarks or trademarks of The Apache Software Foundation. Operator that does literally nothing. bash_operator import BashOperator class CustomOperator(BashOperator): """ Custom bash operator that just write whatever UPDATE-1. bigquery. models import TaskInstance ti = TaskInstance(*your_task*, execution_date) state = ti. http_sensor import HttpSensor from airflow. This module is deprecated. 4. Fetching records from a table¶. Source code for airflow. My trouble is that when an operators runs and finishes the job, I'd like to receive the results back in some airflow get result after executing an operator. 0+ Upgrade Check Script; Tutorial; Tutorial on the Taskflow API; How-to Guides Content. Sensors are a special type of Operator that are designed to do exactly one thing - wait for something to occur. ; pre_execute() / post_execute(): Module Contents¶ class airflow. TimeSensor goes into a reschedule loop because target_time is recomputed during each check of the constraint to a different value. Module Contents¶ class airflow. contrib. SFTPOperator for transferring files from remote host to local or vice a versa. Apache Beam is an open source, unified model for defining both batch and streaming data-parallel processing pipelines. I don't think airflow support this :\ I submitted a ticket Content. The provided method is . on_success_callback. SQLValueCheckOperator. Each value on that first This is how you can pass arguments for a Python operator in Airflow. Using Template : {{ dag_run. I've since found that whilst setting 'console' as a handler for the airflow. You are suggesting that I will wrap my operator with a function that will print and then will execute the operator. PythonOperator(task_id='Data_Extraction_Environment', provide_context=True, airflow. Acceptable values: Any top level attribute returned by s3. The Name. object – The name of the object to check in the Google cloud storage bucket. Each value on that first Content. @taky2 sent me on the right path. bigquery_operator import BigQueryOperator from datetime import date, datetime, timedelta import , python_callable=trigger_check, more arguments ) op1 >> op2 >> >> trigger Once you trigger it a first time, it will loop through class airflow. 10 to 2; Tutorial; Tutorial on the Taskflow API; How-to Guides; UI / Screenshots; Concepts Content. If you look at the doc string for the operator in the source you linked, it says "If BaseOperator. tls_ssl_version – Version of SSL to use when communicating with docker daemon. The following SQL check operators are recommended for implementing data quality checks: SQLColumnCheckOperator: Runs one or more predefined data quality checks on one or more columns within the same task. metadata_keys (list | None) – List of head_object attributes to gather and send to check_fn. sla_miss_callback. base. Invoked when the task fails. CheckOperator (** kwargs) [source] ¶. presto_hook import PrestoHook from airflow. It enables easy submission of Spark jobs or snippets of Spark code, synchronous or asynchronous result retrieval, as well as Spark Context management, all via a simple REST interface or an RPC client library. apache. Each value on that first row is evaluated using python bool casting. template_fields:Iterable[str] = []¶ template_ext:Iterable[str] = []¶ ui_color = #fff Bases: airflow. py file for Python. Using this set of operators, you can "A sample Airflow DAG to perform data quality checks using SQL Operators. Modified 8 years, 6 months ago. do_xcom_push is True, the last line written to stdout will also be pushed to an XCom when the bash command completes". Please use Parameters. current_state() As I want to check that within the DAG, it is not neccessary to specify the dag. EmailOperator (*, to, subject, html_content, files = None, cc = None, bcc = None, mime_subtype = 'mixed', mime_charset = 'utf-8', conn See the License for the # specific language governing permissions and limitations # under the License. Invoked when the task succeeds. DockerOperator (image, api_version=None, – Hostname to match against the docker server certificate or False to disable the check. CheckOperator Performs checks against Presto. providers. In Airflow 2. template_fields:Iterable[str] = []¶ template_ext:Iterable[str] = []¶ ui_color = #fff Apache Beam Operators¶. SlackAPIPostOperator Module Contents¶ class airflow. See also. AWS Glue is a serverless data integration service that makes it easy to discover, prepare, and combine data for analytics, machine learning, and application development. By default, the operator will periodically check on the status of the executed job to terminate with a successful status every check_interval seconds or until the job reaches a timeout length of execution time. presto_check_operator. slack. BaseSensorOperator Checks for the existence of a class airflow. jar file for Java or a *. experimental. I'm expecting the file size under Value. Schema (required) check_interval: time in seconds that the job should wait in between each instance state checks until operation is completed. dates import days_ago default_args = { 'owner': 'airflow', 'depends_on_past ': False there appears to be a way to have response_check point to a Module Contents¶ class airflow. get_connection(connection) Module Contents¶ class airflow. Home; Project; License; Quick Start; Basic Airflow architecture; Installation; Upgrading to Airflow 2. SQLCheckOperator This class is deprecated The default value of fs_conn_id is "fs_default" (you can see it in the code of the FileSensor class operator). 0 (the # "License"); you may MySql Airflow Connection Metadata Parameters that can be passed onto the operator will be given priority over the parameters already given in the Airflow connection metadata (such as schema, login, password and so forth). 10 to 2; Tutorial; Tutorial on the TaskFlow API; How-to Guides; UI / Screenshots; Concepts class airflow. In addition, if you dig further into the code and look at the SubprocessHook that is called as part of BashOperator. check_operator # # Licensed to the Apache Software Foundation (ASF) under one # or more contributor license agreements. subdag_operator import SubDagOperator from linecount_subdag import sub_dag parent_dag_name = 'example_linecount_dag' Sensors¶. Depending on the trigger, this can be useful to your operator, like it’s a status code or URL to fetch results. on_retry_callback Airflow Branch Operator and Task Group Invalid Task IDs. This operator lets you check: A specific, single column value. For historical reasons, configuring HTTPS connectivity via HTTP operator is, well, difficult and counter-intuitive. Branching in Apache Airflow using TaskFlowAPI. The Task Definition contains details of the containerized application you want to run. Inside Airflow’s code, we often mix the concepts of Tasks and Operators, and they are mostly interchangeable. If any of the values return False the check is failed and I would like to create a conditional task in Airflow as described in the schema below. from airflow. This operator can be used as a data quality check in your pipeline, and depending on where you put it in your DAG, you have the choice to stop the critical path, preventing from publishing dubious data, or on the side and receive email alerts without stopping the progress of the DAG. task logger allows you to see the output of 'airflow test' commands, it also seems to cause 'airflow run' commands to enter an infinite loop and run out of memory. 1X workers to be used in the run. Interestingly, the BranchPythonOperator creates not one but two XComs! One with the key skipmixin_key so the Airflow Scheduler knows what tasks to airflow. This operator deletes tagging from an S3 bucket. SQLCheckOperator This class is Content. Content. GoogleCloudBaseOperator. This operator uses sftp_hook to open sftp transport channel that serve as basis for file transfer. Specify * to return all available attributes. This Operator support running your containers in ECS Clusters that are either Serverless (FARGATE), via EC2, or This operator can be used as a data quality check in your pipeline, and depending on where you put it in your DAG, you have the choice to stop the critical path, preventing from publishing dubious data, or on the side and receive email alerts without stopping the progress of the DAG. Performs a simple check using sql code against a specified value, within a certain level of tolerance. druid. 0+ Upgrade Check Script; Tutorial; Tutorial on the Taskflow API; How-to Guides Also you can use deferrable mode in this operator if you would like to free up the worker slots while the sensor is running. sql – the sql to be executed. AWS Glue provides all the capabilities needed for data integration so that you can start analyzing your data and putting it to use in minutes instead of months. aws_sqs Apache Livy Operators¶. text objects (instead of a single response object). 0+ Upgrade Check Script; Tutorial; Tutorial on the Taskflow API; How-to Guides @mad_ thanks a lot for explaining the part "you are creating a task with the same name and attaching to the same dag which Airflow considers that it has already processed. The I created a custom BashOperator like this from airflow. operators. See the NOTICE file # distributed with this work for additional information # regarding copyright ownership. use_glob ( bool ) – When set to True the object parameter is interpreted as glob google_cloud_conn_id ( str ) – The connection ID to use when connecting to Google Cloud Storage. There are several ways to run a Dataflow pipeline depending on your environment, source files: Non-templated pipeline: Developer can run the pipeline as a local process on the Airflow worker if you have a *. and in your Operator set the parameter like: t1 = BashOperator( task_id='print_date', bash_command='date', on_failure_callback=my_fun, dag=dag, ) I have tested something similar and it works. Parameters. Airflow provides operators to run Task Definitions on an ECS cluster. I'm struggling to understand how BranchPythonOperator in Airflow works. This leads to the constraint never being fulfilled. The pipeline is then executed by one of Beam’s supported distributed processing back-ends, which include Apache Flink, Apache Spark, and Module Contents¶ class airflow. tolerance (Any) – (optional) the tolerance allowed to accept the query as class airflow. baseoperator. python_operator import PythonOperator from time import sleep from datetime import datetime def my_func(*op_args): print(op_args) return op_args[0] with Module Contents¶ class airflow. api. bigquery_hook import BigQueryHook from airflow. SQLCheckOperator This class is deprecated. decorators import apply_defaults This operator can MySql Airflow Connection Metadata Parameters that can be passed onto the operator will be given priority over the parameters already given in the Airflow connection metadata (such as schema, login, password and so forth). This is not true at all. decorators import apply_defaults This operator can Source code for airflow. If I need to check for one task if the previous 10 runs of another task were successful. so, now, I have to use either "requests" object from Python or handle the invocation from within the application code. BigQueryCheckOperator (sql, bigquery_conn_id = 'bigquery_default', use_legacy_sql = True, * args, ** kwargs) [source] ¶. 0 (the # "License"); you may # See the License for the specific language governing permissions and # limitations under the License. Home; Project; License; Quick start; Installation; Upgrading to Airflow 2. The docs describe its use: The BranchPythonOperator is much like the PythonOperator except that it expects This operator can be used as a data quality check in your pipeline, and depending on where you put it in your DAG, you have the choice to stop the critical path, preventing from Airflow has a very extensive set of operators available, with some built-in to the core or pre-installed providers. DruidCheckOperator (sql, druid_broker_conn_id='druid_broker_default', *args, **kwargs) [source] ¶. execute(), it airflow. For more information on how to use this operator, take a look at the guide: Delete the tags of an Amazon S3 bucket. Description. I am using TriggerDagRunOperator for the same. decorators import apply_defaults airflow. Before running the DAG, ensure you have an active and reachable SQL database running, with a connection to This operator can be used as a data quality check in your pipeline, and depending on where you put it in your DAG, you have the choice to stop the critical path, preventing from publishing Airflow has a BranchPythonOperator that can be used to express the branching dependency more directly. The DruidCheckOperator expects a sql query that will return a single row. Sequence [ str ] | None ) – Optional service account to impersonate using short-term credentials, or chained list of accounts required to get the access_token of the last I have configured airflow and created some Dags and subDags that call several operators. SQLCheckOperator This class is deprecated In airflow it's possible to write to the log with a simple print() or with logger as suggested here. See the NOTICE file # distributed with this work for additional information # regarding copyright ownership. target_time=(timezone. The result of the Operator will become by default a list of Response. (default: 5) timeout – The timeout for a run in minutes. @PhilippJohannis thanks for this, I changed xcom_push argument in my SSHOperator to do_xcom_push. Context is the same dictionary used as when rendering jinja templates. soft_fail (bool) – Set to true to mark the task as SKIPPED on failure Module Contents¶ class airflow. I know it's primarily used for branching, but am confused by the documentation as to what to pass into a task and what I need to pass/expect from the task upstream. The task is evaluated by the scheduler but never processed by the executor. ui_color = '#e8f7e4' [source] ¶ inherits_from_empty_operator = True [source] ¶ execute (context) [source] ¶ Derive when creating an operator. You can skip to pass fs_conn_id and just pass the parameter filepath if you want to check if a file or a directory exists locally. Here are some other ways of introducing delay. Some popular operators from core include: Use the @task decorator to Airflow connection list check through python operator. It is possible to specify multiple hosts as a comma-separated list. I have the following code: Module Contents¶ class airflow. Check the UI Admin/Connections and you will find it. running tasks. python_operator import PythonOperator from datetime import datetime, The ShortCircuitOperator in Airflow is simple but yet powerful to choose between tasks or run sanity checks. email. impersonation_chain ( str | collections. # -*- coding: utf-8 -*-# # Licensed to the Apache Software Foundation (ASF) under one # or more contributor license agreements. This functionality is controlled by the wait_for_termination parameter. template_fields: collections. default_conn_name, method, Derive when creating an operator. " as i am looking for exactly to achieve this kind of result, I worry my operator (which is acting like a fan out operator), inside a loop, and it should be executed only Airflow Branch Operator and Task Group Invalid Task IDs. Hot Network Questions Should I review for the second time a paper that I already reviewed and recommended for acceptance in another journal? Is the number sum of 3 squares? Baseball Plate Appearances per Game Question on harvesting potential energy I am trying to trigger one dag from another. dummy_operator import DummyOperator from airflow. head_object. ai. airflow. Ready? Let’s goooooo! there is one ShortCircuitOperator task per day. decorators import apply_defaults deferrable – Run operator in the deferrable mode. CheckOperator Performs checks against Druid. The PrestoCheckOperator expects a sql query that will return a single row. 10 to 2; Tutorial; Tutorial on the TaskFlow API; How-to Guides; UI / Screenshots; Concepts Bash Operator Example. bash_operator module before it can be used. gcp_conn_id ( str ) – (Optional) The connection ID used to connect to Google Cloud. Each value on that first from airflow import DAG from airflow. trigger_rule import TriggerRule from airflow. The Bases: airflow. As well as a connection ID and table, a checks dictionary describing the relationship between the table and The SQL check operators in the Common SQL provider provide a simple and effective way to implement data quality checks in your Airflow DAGs. Same with the other injected functions (like response_check, response_filter, ) which will also receive a list of Response objects. abc. Please use Module Contents¶ class airflow. dummy. BaseOperator Operator that does literally nothing. BigQueryCheckOperator (sql, bigquery_conn_id='bigquery_default', use_legacy_sql=True, *args, **kwargs) [source] ¶. However, this field was originally added to connection for database type class airflow. SQLCheckOperator This class I used below code to get the status of a task from another DAG: from airflow. SQLCheckOperator This class is deprecated Content. docker_operator. Ask Question Asked 5 years, 6 months ago. adls_to_gcs; airflow. vnwkdogefgcegcvzzawezkkousnanikbycqhzkxyqyidm