Serving the web seems to split between a) IO-bound problems and b) databases. It is certainly not embarassingly parallel in the "would benefit from GPUs" sense.

Those thousands of threads just sit there waiting for the database to respond a lot of the time. The database is busy trying to keep things synchronized across nodes. It is just that the hard stuff is pushed down to the database layer.