Apache Kafka is a highly scalable and fault tolerant distributed messaging system that implements a publish-subscribe architecture. It's used as an ingestion layer in real-time streaming scenarios, such as IoT and real-time log monitoring systems. It's also used increasingly as the immutable append-only data store in Kappa architectures.
https://learn.microsoft.com/en-us/azure/architecture/guide/hadoop/apache-kafka-migration