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It is important to set the upper scaling step to {"upper": 0, "change": 0}. This is because when the task takes the last message off the queue we do not want any change to occur to the service. If we set the change to be -1 the service will try to tear down the task whilst it is processing the last message. So it is key that when there are 0 messages on the queue we do not kill our task. We will solve this issue with CPU alarms later. See this link for an ongoing Github issue.