It is mostly the same but the support that the DCs are getting are completely different. Nvidia can and does give them slightly tweaked drivers. Data centers ship a set of enterprise distros with tightly managed set of software that's been vetted. Since there are no binary guarantees in Linux, anything can happen with consumer hardware.

Source: once worked as an student system admin in my university HPC center.