GitHub user JinRenNg closed the discussion with a comment: Kubernetes scheduler 
liveness probe fails during OOM conditions preventing automatic restart

I will proceed to close this discussion for the moment as we are currently 
adopting airflow 3.x. We found out that the architecture have been greatly 
enhanced, especially where there is a new dag_processor component which have 
offloaded the DAG parsing job from the scheduler. It would greatly help to 
reduce the overwhelming issue on the schedueler in airflow 2.x. Hence, instead 
of working on pre airflow 3.x issue, we would love to move forward with the new 
architecture.

GitHub link: 
https://github.com/apache/airflow/discussions/53662#discussioncomment-13907208

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