We face exactly the same issue... 
I tried to describe it here this week,
But no one had a solution.

‫ב-1 בספט׳ 2016, בשעה 17:54, ‏‏Sergei Iakhnin ‏<[email protected]> כתב/ה:‬

> As far as I know even Airbnb themselves restart their schedulers every 30
> minutes because of this issue. I ended up doing it as well with a cron job
> after giving up hope that it would be fixed in the short term.
> 
>> On Thu, 1 Sep 2016, 16:03 Charalampos Paravalos, <[email protected]> wrote:
>> 
>> Hi,
>> 
>> I am writting to ask for advise in an issue that I have with airflow and
>> til now I have not managed to resolve. Wondering if someone else had
>> something similar in the past.
>> 
>> So, we use airflow to schedule DAGs that will run some jobs periodically
>> (every 30min/1hr). Jobs run as normal etc., but there are some times that
>> suddenly after DAGs are finished, the next scheduled jobs do not start at
>> all. It seems like the server does not kick off the scheduled jobs at all,
>> for any of the DAGs defined (so no jobs are running on our server). When
>> that happens I have to restart the scheduler so jobs are kicked on
>> automatically after restart. And the jobs run until this issue appears
>> again (I noticed it happening every 1 or 2 days, it is quite often).
>> 
>> This is very strange, tried to upgrade to 1.7.1.3 version but still that
>> issue is here. We use 32 concurrent jobs with celery workers, the server is
>> able to manage the load well.
>> 
>> I believe it has to do with the scheduler, but can't understand why.
>> Backfilled jobs maybe? Can this be?
>> 
>> I am looking forward to hearing back from someone that has any ideas.
>> Please let me know what information you might need about my setup anytime.
>> 
>> Thanks for your help!
>> 
>> Regards,
>> Babis
> -- 
> 
> Sergei

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