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Windows Server 2003 rebooting randomly, many times a day

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Sounds like a hardware issue. MS memory utility might not show errors but ram is defective anyway. I would just replace the ram to test. Use ECC ram for mission critical servers always. I have found defective processors do the same thing although not often. Replace power supply. The voltage levels may be dropping and check for any inoperable fans inside the case and for dust bunnies like other posters have mentioned. I say replace parts as opposed to testing them because tests does not always reveal problems. You might not find the problem in which case be prepared to migrate the app to another server. Good luck.