C++ has apt-get etc. because the libraries do not change all the time. Also, of course there are vcpkg and conan.
Whenever you try to build something via pip, the build will invariably fail. The times that NumPy built from source from PyPI are long over. In fact, at least 50% of attempted package builds fail.
The alternative of binary wheels is flaky.