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What Kafka optimization strategies have you used in production?

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Question

What Kafka optimization strategies have you used in production, with Kafka as the backbone for order processing at scale?

Discussion points

  • Partitioning and consumer-group parallelism for throughput
  • Batching, compression, and producer tuning
  • Consumer-lag monitoring and backpressure
  • Idempotent / exactly-once processing where ordering matters
Add a follow-up question they asked
Tune for throughput vs latency
Preserve ordering where needed
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