Why can a computer work perfectly for months and then fail randomly once?

My computer runs perfectly for months, then suddenly fails once with no warning or clear cause. It always recovers and works fine again, so I can never reproduce the failure or find what triggered it, which makes troubleshooting nearly impossible.