GitHub user pykenny added a comment to the discussion: Need help understanding 
total number of Dags oscillating on UI

>From [`dag_stale_not_seen_duration `'s 
>documentation](https://airflow.apache.org/docs/apache-airflow/2.10.5/configurations-ref.html#dag-stale-not-seen-duration):

> Only applicable if [scheduler] standalone_dag_processor is true.

And that's why you didn't see this phenomenon when you use schedule subprocess 
to parse DAGs (disable `standalone_dag_processor`), as long as DAG definition 
files are still in the file system.

GitHub link: 
https://github.com/apache/airflow/discussions/44495#discussioncomment-12231304

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