What kind of hosting did Facebook start out with? How did they make the big transition?

Question From User - Answers in Comments.

I mean, surely Facebook started out like any other website, right? So how the hell did it grow so rapidly and how did they extend the network to thousands of servers? Is this magic? What's going on here?