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event-driven architecture
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- 1Duplicate data risks when message retries follow pipeline failures●A data pipeline can fail after writing a record but before acknowledging the message that carried it. The producer retri
A distributed systems problem is being discussed: a data pipeline can write a record, then fail before acknowledging the message that carried it. The producer retries, the same event arrives again, and a consumer that inserts a new row each time turns a transient failure into duplicate data. Commenters highlight idempotent processing and deduplication as the fix, especially in streaming and event-driven architectures.