Kafka is the data streaming platform, while Kafka Streams is a client library for building applications and microservices, where the input and output data are stored in Kafka cluster. It combines the simplicity of writing and deploying standard Java and Scala applications on the client side with the benefits of Kafka's server-side cluster technology.