GitHub user pykenny edited a comment on the discussion: Need help understanding 
total number of Dags oscillating on UI

As for duplicated work on DAG processors, there were some discussion about how 
to avoid such situation, and I feel like it's still an open question for now:
 - https://github.com/apache/airflow/issues/32966
 
(Update) I think distributing workload between multiple DAG processors evenly 
without having an outside organizer (for instance, scheduler) would end up with 
a distributed system design problem (e.g. introducing consensus algorithm to 
decide when to re-distribute job load when one of the processors is down). 
Otherwise something like randomized sorting or jittering may help with 
preventing, but not avoiding the worst scenario to happen.

GitHub link: 
https://github.com/apache/airflow/discussions/44495#discussioncomment-12235348

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