It's basically a huge building, with cooling systems, security systems and a lot of power.
Most of them have 2 stories and have a raised floor to avoid floodings and such and are designed to stand hurricanes and earthquakes, pretty heavy stuff.
And they are connected to different network providers such as level3, gc, internap..etc.

And they have TONS of servers into racks.