Kafka is a distributed streaming platform that allows for publishing and subscribing to streams of records, such as logs and metrics, across a cluster of servers. It provides several key features including polyglot consumers and producers, scalability, configurable message retention, and guaranteed ordering. The document demonstrates how to set up a local Kafka cluster using Zookeeper for management and includes code examples for producers and consumers.