APScheduler does not support the sharing of job stores. That is a
recipe for a disaster. The scheduler has to always know when the
next job is due, and if something else goes modifying the job
store without notifying the scheduler, it may sleep past the next
due job.
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Sorry to say but APScheduler has not been designed for HA. If you
have good ideas on how to properly implement that, I'm listening.
So how do we achieve high availability for any app using scheduler, I understand active passive cluster will work if primary node comes down cluster will bring up the secondary node so scheduler will be up, but what about active active scenario where the requests are shared, in that scenario what will happen if the scheduler comes down.
From "scoped_session" this sounds like your problem has to do
with SQLAlchemy. But APScheduler's SQLAlchemy job store does not
use sessions.