Most software projects collapse under their own weight because developers prioritize features over structural integrity. The secret to a truly scalable Python application lies in isolating business logic from the HTTP layer and centralizing cross-cutting concerns through disciplined dependency injection. By shifting to a service-oriented architecture and leveraging modern tools like uv and Docker, you can transform a fragile codebase into a robust, production-ready system that evolves as fast as your team.