At-least-once delivery is treated like a safety net in Java event systems. Nothing gets lost. Retries handle failures. Duplicates are “a consumer problem.” It sounds practical, even mature. That assumption doesn’t survive production. Post Views: 5 Post navigation Beyond Ingestion: Teaching Your NiFi Flows to ThinkThe new role of QA: From bug hunter to AI behavior validator