"And they have the disadvantage that when the hardware fails you have to discard the entire device instead of only the part that failed, which is becoming more important as hardware doesn't have to be replaced for being too slow as often anymore. "

BOOM! That and greater hardware customization are where desktops and servers have a benefit at all price ranges.