From Batch to Real-Time: Implementing Exactly-Once Semantics in Streaming Analytics

This article demonstrates how to build a production-grade streaming pipeline with exactly-once delivery guarantees—essential for reliable analytics. The author combines idempotent Kafka producers with database-level conflict resolution to eliminate duplicates across the entire pipeline, enabling trustworthy session analytics for conversion funnels and user engagement.