On the studded tire commuter - PB Cascadias have always treated me well in the winter. Many years and still going strong. Snow will build up if it's wet snow, but the studs coming around take care of keeping enough clearance open so it's never been an issue for me.

On the Fat bike. - PDW Dave's Mud Shovels - They rule.