Ubuntu 16.04 by default install python2.7 alongside with python 3.5 and set python2.7 as default. If you have created a virtualenv with python3.5 compilation fails due to wrong python-dev library installed.
If you install ``python3.5-dev`` the build for the wheel package of ``cryptography`` run fine.