Change data capture (CDC) pipelines look straightforward on paper: capture database changes, publish them to Kafka, and update downstream systems. The difficulty starts when events are duplicated, consumers restart, projections drift, or a team needs to replay months of history without corrupting the state it is trying to recover. A reliable CDC...
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