Kafka Retry and Dead Letter Queue (DLQ) Pattern

Some events fail for a moment (a database deadlock). Some are broken and will never work. The fix: Retry with backoff. Park poison in a DLQ.

In this chapter

Retry the temporary. Park the broken.

What breaks

Some events fail for a moment (a database deadlock). Some are broken and will never work.

Three ways to respond

  • Retry everything forever: A broken event blocks the line.
  • Backoff for temporary, DLQ for broken: Work keeps moving. Bad events wait for a human. (the fix)
  • Log and drop failures: Silent data loss.

The fix: Backoff for temporary, DLQ for broken

Backoff gives a struggling dependency time. A dead-letter queue moves “poison” events aside so the rest keep flowing.

Remember: Retry with backoff. Park poison in a DLQ.

More on Failures problems

Keep learning

More courses

  • Jobs, linked to lessons — Browse jobs where every requirement links to the chapter that teaches it. See how ready you are, how long the gap takes to close, and which listings look stale.
  • Match a job post to courses — Paste a job post. Each skill is matched to a track here and put in learning order, foundations first.
  • React from open source with patterns — Patterns extracted from Material UI, Radix, React Aria, React Hook Form, Redux Toolkit, TanStack, and Next.js — not slides about hooks.
  • Database in depth — How a query becomes work. Indexes, isolation, locks, and the plans that explain why a page is slow — not an ORM tour.
  • System Design — Core concepts first (SQL vs NoSQL, CAP, indexing, replication, sharding), then designs grouped by what carries them: the database, Redis, Kafka, or many services.
  • Microservices — Microservice patterns one diagram at a time: how to split a monolith, how services talk, and how data stays consistent without distributed transactions.
  • Frontend system design — How a UI is sliced when it is a product, not a page: ownership of state, cache, routes, and what happens when the network lies.
  • TypeScript in depth — The type system as a design tool. Inference, narrowing, generics, and the errors that mean the model is wrong — not a catalog of utility types.
  • CSS in depth — See the box, then the page. Visual chapters from the box model through Flexbox surprises, Grid, selectors, and units, then backgrounds, shapes, and visual effects, each with a playground.
  • Accessibility — Foundations first (WCAG in plain words, semantic HTML, lists, alt text), then hands-on HTML labs, a full pass of WAI-ARIA 1.3, and a final fix-the-page challenge.
  • Docker — What an image is, why layers cache, and how containers find each other on a network.
  • Redis — Fifteen Redis patterns, one picture each: cache, session, lock, counter, rate limiter, queue, and when Redis is the wrong tool.