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How does a message queue smooth out bursts?

A queue holds messages until a consumer can process them. Producers can submit work without waiting for each job to finish, while consumers handle it at their own pace.

FIG. LAB / SOFTWAREAUTOPLAY
How does a message queue smooth out bursts?ProducerWaiting messagesConsumerAcknowledgement
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Hover or tap to inspect a componentSIMPLIFIED MODEL
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FOLLOW THE PROCESS

Submit work

A producer sends a message, such as an image-resizing job. The queue accepts it so the producer can continue without waiting for the image to be resized.

Read the complete explanation +
  1. Submit work

    A producer sends a message, such as an image-resizing job. The queue accepts it so the producer can continue without waiting for the image to be resized.

  2. Absorb a burst

    If messages arrive faster than consumers process them, the backlog grows. The queue buffers the difference; it does not create extra processing capacity.

  3. Process at a sustainable pace

    Consumers receive queued messages when ready. A simple FIFO queue offers earlier messages first, although concurrent jobs can finish in a different order.

  4. Acknowledge or retry

    With manual acknowledgements, the consumer confirms a successful job. If its connection closes before acknowledgement, the broker can redeliver the message. Make processing idempotent so a duplicate does not repeat an unwanted effect.

About this visual model +

A marble run represents buffered work: a hopper supplies messages, a lane holds the backlog, a gate meters work to a consumer, and a receiving tray represents acknowledgement. Highlights explain the sequence; this view does not simulate deliveries.

A conceptual FIFO queue using manual acknowledgements. Multiple consumers, priorities and retries can change order. Queue capacity is finite, and consumers should tolerate duplicate delivery.

  • Producer: A producer sends a message describing work to be performed.
  • Waiting messages: A buffer holds pending work until a consumer has capacity.
  • Consumer: A consumer receives a message and performs the requested work.
  • Acknowledgement: After successful processing, an acknowledgement tells the broker the message can be removed.

Further reading: RabbitMQ queues ↗, Consumer acknowledgements ↗

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