Kafka Is a Log, Not a Queue: Why That Distinction Matters

Kafka's log-based architecture retains messages after consumption, unlike traditional queues that delete them. This enables multiple independent consumers to read the same stream without interference. Consumers track their own offsets, allowing replay of historical data for debugging or onboarding.