[INLONG-11567][Manager] Optimize the original DAG of Airflow #11568
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Fixes #11567
Motivation
Optimize the original DAGs of Airflow.
Modifications
Verifying this change
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This change is a trivial rework/code cleanup without any test coverage.
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