GitHub user abhipalsingh added a comment to the discussion: Intermittent 
Airflow 3.1.2 API Timeouts Under High Load Causing Task Failures 
(KubernetesExecutor)

Assuming you are using postges backend db. Try increasing the capacity on 
pgbouncer service. Either scale-up the connection pool or scale-out and have 
more pgbouncer pods to handle the additional traffic. With Airflow upgrade from 
2.x to 3.x, the new design have fundamentally increased the need to query 
Airflow database. 

When you scale-up/scale-out pgbouncer, also check if your backend db 
server/cluster can handle the additional connection load pgbouncer will now 
start sending.

GitHub link: 
https://github.com/apache/airflow/discussions/58453#discussioncomment-17299312

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