I've been thinking about this for a while, and it seems to apply to a lot of things; serving a HTTP request on cheap EC2 instances won't come close to doing it on a dedicated server with great single-thread performance.

So even though you can more easily horizontally scale and handle infinite requests, the latency of each request will be much poorer than if you were just running on better hardware.