It depends on the specific task, but it can be a lot. The CPU, amount of RAM, the graphics, size of hard drives...it can very greatly, depending on exactly what they do. At the same time, if these roles don't require or benefit from a specialized system, they may all be given the same box. The design might incorporate some specialties, but it comes down to the specifics.
