GitHub user dnln added a comment to the discussion: API server becomes 
unresponsive when viewing UI with many active DAG runs (Airflow 3.x, Kubernetes)

Upgrading to [Airflow 
3.1.5](https://airflow.apache.org/docs/apache-airflow/stable/release_notes.html#id164)
 seems to have resolved this issue for me. 

The release notes mention fixing a few issues related to excessive DB queries, 
so that might be what solved it. 

GitHub link: 
https://github.com/apache/airflow/discussions/58395#discussioncomment-15325687

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