Also don't forget your head - it will affect how cold your feet and hands get. I usually tape my vents. It can be removed if things warm up.

FWIW, Last week Job Lot stores in New England had mid weight merino wool boot socks for 3.50pr and Waterproof, thinsulate gloves for $4