Don't forget to factor in the costs of running, cooling, and maintaining that much hardware (also bandwidth costs). I'm not saying it's $2k/month, I'm just saying don't compare the physical box and AWS without factoring everything in. At the end of the day, if you don't need the support, you're probably right that a dedicated box makes sense there.