Eventually, at least two dedicated servers. You'll have to host the site away from the files. For a while one vps will work for the site and one dedicated (or vps for the files), but once people start using it, you'll need a dedicated for the files and at least a high powered vps for the site.

Yeah, it will be expensive. That's why most close within a few months...but they always say they are there to stay