Batch vs Streaming — do most companies really need streaming?

Streaming feels cool and modern, but:

  • How many companies truly need sub-second data?
  • Is micro-batch good enough for most use cases?
  • When does Kafka actually become necessary?

I feel like a lot of teams adopt streaming because it sounds advanced.

What’s your experience?

Posted Feb 25, 2026, 5:49 AM UTC

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