Incompatible data formats shouldn't force you to rewrite your entire codebase. This guide explores how the Adapter pattern creates a clean translation layer between your application and third-party libraries like Beautiful Soup. We contrast traditional class-based approaches with modern functional techniques using Python's partial application to minimize boilerplate while maintaining strict architectural boundaries.