the biggest thing to me, in terms of server load, is that reddit does not need to host videos/images. It's a link aggregate.
I'm only a layman in this particular field, but I imagine it's a lot lighter on resources to direct people to sites streaming video than to host and serve it all yourself.
(they said "like 6 months before he bought it", not "like 6 months ago, before he bought it")