Apache Kafka

What should developers avoid with Apache Kafka in early-stage projects?

The question is about Apache Kafka .

Answer:
Early Kafka projects should avoid managing Kafka clusters on bare VMs, as managed services remove broker management overhead without sacrificing capabilities. Do not use Kafka as a simple task queue where Redis, BullMQ, or RabbitMQ could be operationally simpler. Do not skip the Schema Registry, as untyped Kafka messages lead to schema evolution issues that are costly to fix in production. Avoid single-partition topics for high-throughput scenarios; plan partition counts based on expected consumer parallelism from the start.

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