Hard-coding service initializations inside your classes is a recipe for technical debt and testing nightmares. By shifting to dependency injection, you create modular Python code that remains flexible even as your external API requirements evolve. See how this pattern transforms rigid if-else blocks into clean, protocol-based architecture.