I've just tried one of mine in a USB to U.2 adapter and it was only using about 10W of a 36W PSU when writing, so they're not ridiculously power hungry. It didn't scale down lower than that when idling though.
I don't have a way to measure power consumption when it's in my server, so that's the best I can do there.