RethinkDB is a document-oriented database designed for real-time applications with a focus on flexibility and ease of use, while Redis is an in-memory key-value store known for its speed and versatility with data structures. RethinkDB excels in handling complex queries and change notifications, whereas Redis is favored for its performance and simplicity in caching and real-time analytics.