I wear gloves on both hands with hand warmers in them. When I throw or putt I take the glove off the throwing hand. The coats or jackets I wear do not have warm pockets, so the inside of my hand would be warm, but then the back of the hand would be freezing.
I do not know how I played the whole winter season last year without hand warmers. I consider them a must when playing in snow.