1) A high quality power supply. Bad PSU guarantees crashes.
2) ECC RAM. It makes the difference between rock solid and crashes/does weird things occasionally.
3) Any kind of storage fault redundancy, like RAID 1.
Everything else is negotiable, but those stand, because they make all the difference in reliability and stability.