GitHub user raphaelauv added a comment to the discussion: Dupcating BigQuery 
job when using BigQueryInsertJobOperator with deferrable

yes you can contribute to the operator to make it check if there is already a 
job running or finish with exactly the same labels that are unique to every 
airflowtask ( kind of what is doing the KubernetesPodOperator ) 

to reduce the risk of running a duplicated query but in all case you should 
make your query idempotent 

GitHub link: 
https://github.com/apache/airflow/discussions/51073#discussioncomment-13281510

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