paramjeet01 commented on issue #38968:
URL: https://github.com/apache/airflow/issues/38968#issuecomment-2059521327

   After reviewing various GitHub and Stack Overflow discussions, I've made 
updates to the following configuration and migrated to Airflow version 2.7.2 
with apache-airflow-providers-cncf-kubernetes version 8.0.0:
   ```
   [scheduler]
   task_queued_timeout : 90
   max_dagruns_per_loop_to_schedule : 128
   max_dagruns_to_create_per_loop : 128
   max_tis_per_query : 1024
   ```
   
   Additionally, scaling the scheduler to 8 replicas has notably improved 
performance. The executor slots being exhausted was solved using max_tis_query 
to max number. Sorry I couldn't find the root cause of the issue but I hope 
this helps


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