Airflow orchestration best practices











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I started to use Airflow to schedule jobs in our company, and I am wondering about its best practices.



Is it recommended to put all my tasks in one DAG ? If not, what is the right middle between one Dag and multiple Dags?



Our scheduled DAG's execute collects, transforms, exports and some other computing programs. So we will continuously have new tasks to add.






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    up vote
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    down vote

    favorite












    I started to use Airflow to schedule jobs in our company, and I am wondering about its best practices.



    Is it recommended to put all my tasks in one DAG ? If not, what is the right middle between one Dag and multiple Dags?



    Our scheduled DAG's execute collects, transforms, exports and some other computing programs. So we will continuously have new tasks to add.






    airflow orchestration







    share|improve this question
























      up vote
      0
      down vote

      favorite









      up vote
      0
      down vote

      favorite











      I started to use Airflow to schedule jobs in our company, and I am wondering about its best practices.



      Is it recommended to put all my tasks in one DAG ? If not, what is the right middle between one Dag and multiple Dags?



      Our scheduled DAG's execute collects, transforms, exports and some other computing programs. So we will continuously have new tasks to add.






      airflow orchestration







      share|improve this question













      I started to use Airflow to schedule jobs in our company, and I am wondering about its best practices.



      Is it recommended to put all my tasks in one DAG ? If not, what is the right middle between one Dag and multiple Dags?



      Our scheduled DAG's execute collects, transforms, exports and some other computing programs. So we will continuously have new tasks to add.






      airflow orchestration




      airflow orchestration






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      share|improve this question











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      share|improve this question










      asked 2 days ago









      Ismail Addou

      28117




      28117
























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          Generally, one python file consists of a single DAG with multiple task. This is because it is the logical grouping of the tasks.



          If you have multiple DAG that have dependencies you can use TriggerDagRunOperator at the end of DAG1. This would trigger DAG2 (separate DAG file) if all tasks in DAG1 succeeds.



          An example of this is:



          DAG1: https://github.com/apache/incubator-airflow/blob/master/airflow/example_dags/example_trigger_controller_dag.py



          DAG2: https://github.com/apache/incubator-airflow/blob/master/airflow/example_dags/example_trigger_target_dag.py






          share|improve this answer





















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            up vote
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            accepted










            Generally, one python file consists of a single DAG with multiple task. This is because it is the logical grouping of the tasks.



            If you have multiple DAG that have dependencies you can use TriggerDagRunOperator at the end of DAG1. This would trigger DAG2 (separate DAG file) if all tasks in DAG1 succeeds.



            An example of this is:



            DAG1: https://github.com/apache/incubator-airflow/blob/master/airflow/example_dags/example_trigger_controller_dag.py



            DAG2: https://github.com/apache/incubator-airflow/blob/master/airflow/example_dags/example_trigger_target_dag.py






            share|improve this answer

























              up vote
              0
              down vote



              accepted










              Generally, one python file consists of a single DAG with multiple task. This is because it is the logical grouping of the tasks.



              If you have multiple DAG that have dependencies you can use TriggerDagRunOperator at the end of DAG1. This would trigger DAG2 (separate DAG file) if all tasks in DAG1 succeeds.



              An example of this is:



              DAG1: https://github.com/apache/incubator-airflow/blob/master/airflow/example_dags/example_trigger_controller_dag.py



              DAG2: https://github.com/apache/incubator-airflow/blob/master/airflow/example_dags/example_trigger_target_dag.py






              share|improve this answer























                up vote
                0
                down vote



                accepted







                up vote
                0
                down vote



                accepted






                Generally, one python file consists of a single DAG with multiple task. This is because it is the logical grouping of the tasks.



                If you have multiple DAG that have dependencies you can use TriggerDagRunOperator at the end of DAG1. This would trigger DAG2 (separate DAG file) if all tasks in DAG1 succeeds.



                An example of this is:



                DAG1: https://github.com/apache/incubator-airflow/blob/master/airflow/example_dags/example_trigger_controller_dag.py



                DAG2: https://github.com/apache/incubator-airflow/blob/master/airflow/example_dags/example_trigger_target_dag.py






                share|improve this answer












                Generally, one python file consists of a single DAG with multiple task. This is because it is the logical grouping of the tasks.



                If you have multiple DAG that have dependencies you can use TriggerDagRunOperator at the end of DAG1. This would trigger DAG2 (separate DAG file) if all tasks in DAG1 succeeds.



                An example of this is:



                DAG1: https://github.com/apache/incubator-airflow/blob/master/airflow/example_dags/example_trigger_controller_dag.py



                DAG2: https://github.com/apache/incubator-airflow/blob/master/airflow/example_dags/example_trigger_target_dag.py







                share|improve this answer












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                share|improve this answer










                answered 2 days ago









                kaxil

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