Extreme cold for me is below 0F.

Gortex winter hiking boots. Cotton socks.
Snowboard board pants or these cool Cannondale lined biking pants (I have not found another pair).
Bike shirt, flease, shell.
Balaclava.
Ski goggles.
Ski gloves.