Amazon Kinesis

Consumer Lag Spiral from Slow Record Processing

latency

When consumer processing logic can't keep pace with incoming data, IteratorAgeMilliseconds climbs continuously, risking data expiration and eventual loss. This creates a feedback loop where backlogged consumers fall further behind.

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