advancedHealth, Monitoring & Observability

Why is 'consumer lag' one of the single most important metrics to monitor in a Kafka-based system?

Lag (how far behind the latest produced offset a consumer's current offset is) is the earliest and clearest signal that a consumer is falling behind — whether from a slow downstream dependency, an unhandled exception loop, or simply insufficient consumer instances for the load. Rising lag predicts user-facing staleness before any other symptom becomes visible.

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