Python's packaging system was and is still sometimes somewhat broken. However, it's getting better: compilation related issues are rarer nowadays thanks to the wheel pre-built package format (https://www.python.org/dev/peps/pep-0491/). Another great thing is the manylinux tag (https://www.python.org/dev/peps/pep-0513/) which allows to create portable packages which are compatible with many distributions + contain all required dependencies. For example, I didn't want to compile anymore OpenCV all the time by myself so I made it available as wheel package in PyPI: https://pypi.python.org/pypi/opencv-python