As a programmer and CTO, I've developed a rough rule of thumb when it comes to scaling systems. When you scale your inputs (users, page views, messages, etc) by 10x, something breaks. Usually, it's something pretty fundamental. And the end result is that you need to replace a critical component or rearchitect the system entirely.