If anyone needs more color, Travis, the CEO of continuum and the author of NumPy just wrote a great post explaining why conda exists, and why virtualenv and pip aren't sufficient for the scientific python community.
http://technicaldiscovery.blogspot.com/2013/12/why-i-promote...