karenbraganz commented on issue #44652:
URL: https://github.com/apache/airflow/issues/44652#issuecomment-3113810448

   I wonder if this is happening because the DAGs are not getting processed 
frequently enough and becoming stale once they exceed the 
[dag_stale_not_seen_duration](https://airflow.apache.org/docs/apache-airflow/2.10.3/configurations-ref.html#dag-stale-not-seen-duration).
 The `dag_stale_not_seen_duration` config is unique to a standalone DAG 
processor, which is why you may be not be seeing this issue when the DAG 
processor is part of the scheduler.
   
   Please search for the keyword "stales" in the scheduler logs. If the 
scheduler detects stale DAGs it will emit logs like "Found n stales dags not 
parsed after..." coming from [this line of 
code](https://github.com/apache/airflow/blob/c99887ec11ce3e1a43f2794fcf36d27555140f00/airflow/jobs/scheduler_job_runner.py#L2064C24-L2064C63).
 


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