Kafka operates as a distributed system consisting of producers, consumers, and brokers. Producers publish data to topics, which are managed by brokers. Consumers subscribe to these topics to consume the data. Kafka ensures data durability and fault tolerance through its distributed architecture, making it a reliable choice for mission-critical applications.