This is a well-structured and practical guide to implementing the Data Mapper pattern in Python. I appreciate how clearly you explained the benefits of decoupling business logic from data persistence especially in enterprise-scale applications where flexibility and maintainability are key. The step-by-step example using SQLite makes the concept easy to grasp for both beginners and intermediate developers. Looking forward to seeing how this approach could be extended with more complex relationships or ORM integration. Well done!