Redis is an in-memory data structure store designed for high performance and low latency, making it ideal for caching and real-time applications. CouchDB, on the other hand, is a document-oriented NoSQL database that provides flexibility in data storage and querying, suitable for applications requiring schema-less designs and complex data structures.