RESTful API design is based on stateless communication, resource identification through URIs, and the use of standard HTTP methods. In a Java application, I would ensure that each resource is represented by a unique URI and implement CRUD operations using GET, POST, PUT, and DELETE methods while leveraging Spring Boot for routing and data handling.