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How to pick the proper hardware for your server

What really determines the hardware requirements for a server? What processor should I get? How much RAM? Do I need a hardware RAID controller? What hard drives should I choose? To answer all of this we first have to figure out what the server is going to be used for. If we are doing heavy compilation on the server we will need a ...