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I'm having the same problem with around 30k ClockedSchedule tasks. The celery beat process seems to be stuck for some time at a stable medium cpu usage, then it drops and sends some tasks and starts again.
Any clue about where the problem could be or possible solutions? I would be happy to collaborate
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We can have multiple(in millions) periodic active tasks. Below screenshot shows that celery beat is stucked in loading tasks from db

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