flaviomax commented on issue #9967:
URL: https://github.com/apache/airflow/issues/9967#issuecomment-1118957802

   So we figured out what the problem was:
   
   It had nothing to do with a big DAG, but with a faulty airflow deployment. 
When we took the deployment down, it kept a lock in the `serialized_dag` table 
in our postgres database.
   
   When the correct deployment went up, it was unable to make changes to the 
values in that table. Hence, every time the scheduler tried to validate the 
tasks, it could not find them in the database and marked them as removed.
   
   Simply restarting the database fixed our problem.


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