Today, in modern backends, you probably have those distributed job queues for everything, including sending emails, processing payments, generating reports, and syncing data to third parties. As soon as you add retries to handle transient failures, however, you inherit a hard problem: how do you ensure that when the network, worker, or broker can fail at any point, your job runs exactly once? The short answer is: “exactly once delivery” is a great concept, but in practice it’s mostly fiction given the nature of distributed systems.