A stateful service retains information about previous interactions in its own memory or local storage, so requests from the same user often need to return to the same instance. A stateless service treats every request as independent and offloads any persistent context to external systems. The practical difference shows up in scaling, deployment, and failure handling, where stateless components are far more flexible.