One of the biggest problems we faced from the offset was optimising our PHP codebase and to get the best response times possible.
There was only so much we could do before we hit the limits of the existing system, and turning to HHVM really helped to push our API further.
Here's some simple benchmarks we did whilst we were optimising: http://i.imgur.com/vFOXWfl.png