Managing Python dependencies is complex and requires careful consideration of project-specific packages, system packages, operating system, hardware, and environment dependencies. Good dependency management involves using a version control system, isolating the environment, and using tools like pip, virtualenv, pip-tools, pipenv, Poetry, and uv to manage dependencies and ensure reproducibility.