Spark Streaming has very good integration with Apache Kafka, which is the most popular messaging platform currently. Kafka integration has several approaches, and the mechanism has evolved over time to improve the performance and reliability.

There are three main approaches for integrating Spark Streaming with Kafka:

• Receiver-based approach
• Direct stream approach
• Structured streaming