Another example happens when compiling scientific libraries that require C extensions. I've seen disagreements about which versions of libraries to link against

Another example happens when compiling scientific libraries that require C extensions. I've seen disagreements about which versions of libraries to link against. For example, I've run into issues when installing scikit-learn via pip because it linked against the Numpy version in /usr/lib rather than the correct Numpy in my virtualenv.