vapiravfif commented on issue #19622:
URL: https://github.com/apache/airflow/issues/19622#issuecomment-976280104


   @halilduygulu Thank you for verifying this on newer version, haven't gotten 
to this yet. Ultimately, increasing only the `parallelism` value should solve 
this (in my case I bumped it to 1024, just to be sure).
   
   The origin of the issue seems to be in scheduler limiting the query of tasks 
in "scheduled" state and waiting to be queued by the amount of potentially 
available slots. But then some of the tasks can be still limited by dag 
concurrency and other constraints, resulting that tasks which are not limited 
not being picked up for a long time...
   


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