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

Two possible issues (both with your deployment):

* your DNS seems to be not responding fast enough. Likely your deployment does 
not give it enough CPU or memory to operate - this is most likely root cause of 
your problem

* You als might have wrong scaling setup.I think this **might be** because of 
different scaling patterns for Airlfow API server. With Fast API, it's better 
to scale by having 1 worker for API server and N replicas to handle multiple 
requests better under high load  - see 
https://fastapi.tiangolo.com/deployment/docker/#one-load-balancer-multiple-worker-containers
 

Can you please try that and increase number of replicas while decreasing number 
of workers to 1  as explained in Fast API docs 
explhttps://fastapi.tiangolo.com/deployment/docker/#one-load-balancer-multiple-worker-containers

GitHub link: 
https://github.com/apache/airflow/discussions/58453#discussioncomment-15004737

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