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I solved this by adding an after_return handler to all my celery tasks to close the DB connection after each execution.
http://docs.celeryproject.org/en/latest/userguide/tasks.html#abstract-classes
class DBTask(celery.Task):
abstract = True
def after_return(self, *args, **kwargs):
connection.close()
@celery.task(base=DBTask)
def mytask():
# Do Stuff with DB
Source:stackexchange.com