Working with file timestamps in Python requires understanding filesystem differences across operating systems. Windows provides clear creation timestamps, while Unix-based systems focus on last access and modification times. Implementing a unified approach for timestamp retrieval, using libraries like `pyfilesystem2`, enhances cross-platform file management and debugging through logging practices.