GitHub user potiuk added a comment to the discussion: [Memory Leak] Memory 
usage scales linearly and does not release after DAG execution in 
webserver(High), celery and scheduler

I think you can chime in in the PR here 
https://github.com/apache/airflow/pull/60804 -> there are some changes that 
will address ever-growing memory of the api-server. For now you can easily 
workaround it by configuring your deployment to have multiple api-servers and 
gracefully shutting eah of them down periodically. Api-servers are stateless, 
so you can have more of them and have load-balancing in front and restart some 
of the servers while others will be serving traffic.

With the PR and other changs discussed we are likely to have it easier/more 
automated, but for now you have to handle it on your own.

GitHub link: 
https://github.com/apache/airflow/discussions/61684#discussioncomment-15769238

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