These calculations never account for capital overhead of having spares on hand. That cost is part of what you pay for on Amazon. If the hardware breaks on Amazon, you just switch hardware.

If hardware breaks in your datacenter, it's an emergency and you better have spare capacity or extra hardware laying around.