It's all fun and games with the giant boxen until a faulty PSU blows up a backplane, you have to patch it, the DC catches on fire, support runs out of parts for it, network dies, someone misconfigures something etc etc.

Not saying a single giant server won't work, but it does come with it's own set of very difficult-to-solve-once-you-build-it problems.