There's a few things we do. First, we have metal-studded snow tires that help us cut through winter gunk on the streets. Second, we have accounts with car-sharing organizations and a contingency plan to deliver on four wheels if it is too dangerous to be pedaling. (to date, we haven't yet used this contingency plan).