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Queuing-based systems can tolerate failure and loss of worker nodes relatively easily. However, the system must ensure that claimed tasks are successfully processed. For that purpose, a lease system (discussed earlier in regard to locks) is recommended instead of an outright removal from the queue.
Site Reliability Engineering: How Google Runs Production Systems
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