Python developers often trap themselves in complex class hierarchies that mirror Java more than the Pythonic ideal. By forcing every logic block into a class, they create rigid, untestable structures that are difficult to maintain. The secret to better design isn't more objects; it's knowing when a simple function or a flat composition is actually the superior choice.