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Kafka Consumer Lag Is the Wrong Metric — Measure This Instead - WarpStream

calendar_today March 26, 2026 domain warpstream

Kafka offset-based consumer lag is misleading when message sizes vary. How to instrument time-based lag metrics for an accurate view of consumer group health.

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