This is a problem related to how scipy build is setup: you need to install numpy before being able to build scipy and not really related to the manylinux docker image itself. /path/to/pip install numpy /path/to/pip wheel scipy -- Olivier http://twitter.com/ogrisel - http://github.com/ogrisel