Published onMarch 15, 2026Kafka Consumer Patterns — At-Least-Once, Exactly-Once, and Everything in Betweenkafkastreamingmessage-processingreliabilitydistributed-systemsMaster consumer groups, offset management, exactly-once semantics, dead-letter queues, and consumer lag monitoring for production Kafka.