GitHub user gudata added a comment to the discussion: Airflow unable to handle 
more than 16 tasks at once

We had the same problem on airflow 2.6 or 2.9 (don't remember)

With a dedicated pool with 256 tasks. I start 50 ec2 machines with enough ram 
assigned to that pool and only 10 active tasks.

The problem gone when we upgraded to the new airflow 3 without changing 
anything.

The setup is: celery with airflow in containers from the example compose.yaml

GitHub link: 
https://github.com/apache/airflow/discussions/32609#discussioncomment-14415538

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