c-thiel commented on issue #35675:
URL: https://github.com/apache/airflow/issues/35675#issuecomment-1842586190

   We had the same problem and only noticed it from Airflow 2.7.3, but it was 
there before.
   Maybe this helps for debugging:
   
   On the left of the red line we had Airflow 2.6.X
   On the right side is the update to 2.7.3.
   
   Each line is one scheduler.
   
   <img width="1522" alt="image" 
src="https://github.com/apache/airflow/assets/12560027/c6cd22e4-cbfd-445f-b0dd-5f19bbae0982";>
   
   Before the update, scheduler open slots continuously went down to even below 
zero sometimes, but only for some executors.
   After the update this is much more distributed between all the executors.
   
   **Our Workaround**
   What helped us is limit the parallelism via pools, and just set 
`AIRFLOW__CORE__PARALLELISM` to an arbitrary high number. Also regular 
deployment restarts helps.


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