My winter ebike tip is: Don't over-complicate it. Dress like you are walking to your destination, but with a strong headwind. Add helmet and warmer gloves. If riding a non-electric bike, dress like you are cross country skiing (plus helmet, glasses and gloves).
Ha, I wish! Most of those...