This article explains the challenges of data integration in modern systems and how Apache Kafka addresses these issues by providing a decoupled, scalable, and maintainable architecture through its publish-subscribe model. The article covers Kafka’s architecture, core concepts, and benefits for real-time data streaming and event-driven systems.