Replayed events can inflate metrics when consumers do not distinguish retries from new business actions.
Use stable event IDs and idempotent processing, document replay windows, and monitor duplicate rates by source. Test reprocessing from checkpoints and ensure corrections flow through downstream aggregates.
Data engineering can add deduplication and replay-safe processing. Informatix Systems can assess the symptoms, evidence, and next steps. Contact Informatix Systems to discuss this issue.