GitHub user potiuk added a comment to the discussion: Airflow with 
CeleryExecutor becomes extremely slow when executing a long-running task

You can use memray on python task to track down memory usage if you need 

GitHub link: 
https://github.com/apache/airflow/discussions/44430#discussioncomment-11399408

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