Visibility timeout¶. If a task isn’t acknowledged within the Visibility Timeout the task will be redelivered to another worker and executed.. This causes problems with ETA/countdown/retry tasks where the time to execute exceeds the visibility timeout; in fact if that happens it will be executed again, and again in a loop.