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This seems like a mundane question but just to be on the safe side, what are the effects of restarting the airflow service on the jobs which are currently running?
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If you only restart the airflow webserver/scheduler processes then the running jobs are not affected. However restarting the worker process kills the job (killed as zombie - http://airflow.incubator.apache.org/concepts.html#zombies-undeads) and then it may or may not be retried accordingly to the dag/task rules.
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