Gigaom has a nice article comparing the costs of hosting your website on Amazon Web Services or self-hosting your own site.
Zynga has made it known that for economic reasons, they now use their own infrastructure for baseline loads and use Amazon for peaks and variable loads surrounding new game introductions.