Om Malik lays it down: Even in Web 2.0 Scale & Size Matter.

Don't expect Yahoo to come bail you out and don't expect a random piece of engineering (*cough*memcached*cough*) to solve all your problems.

Half of the corners you want to cut today will come back to haunt you. Engineering is the art of determining which half to cut.