Just a quick note (and I'm sure that you're already aware of this, but for 
the benefit of others reading this): when "some tasks ... have failed [to 
be scheduled]" the task queue uses an exponential backoff algorithm, so the 
failed tasks will be delayed. See the configuration options in queue.yaml 
(https://cloud.google.com/appengine/docs/standard/python/config/queueref) - 
especially the "retry_parameters" and their default values.

If you browse your queue in the cloud console, you can see how many (if 
any) times a task has been retried. You can also check this from within the 
task by looking at the "X-AppEngine-TaskRetryCount" header.

Cheers,
Attila

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