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

Looks like your long running task takes all the memory - remaining processes 
start swapping out and slow down to a crawl and they start to compete for swap. 
Look for memory leak on whatever task you have or but more memory if your task 
need more

GitHub link: 
https://github.com/apache/airflow/discussions/44430#discussioncomment-11399399

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