hussein-awala commented on issue #31795:
URL: https://github.com/apache/airflow/issues/31795#issuecomment-1627712416

   @zoid-w @ikholodkov Do you have multiple triggerers running simultaneously 
with the `AIRFLOW__SCHEDULER__JOB_HEARTBEAT_SEC` value set to 30 or higher?
   
   Regarding #31803, it addresses an issue when there is a single triggerer 
under pressure. Previously, it could take some time to process sent events, 
allowing the triggerer to read another message in the meantime. However, after 
this PR, that scenario is no longer possible.
   
   It's important to note that the triggerer does not provide an exactly-once 
guarantee for running triggers; its guarantee is at least-once. This means it 
is possible to have the same trigger running on multiple triggerers 
simultaneously. We encountered an issue with the HA mode, which I have fixed in 
#32123. So, when version 2.6.3 is released, it is advisable to upgrade to it.
   
   While #31803 and #32123 can significantly reduce the probability of this 
problem occurring to less than 1%, it is still a possibility. I am currently 
exploring ways to synchronize between the triggerers when necessary.


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