So yeah, have ridden winters on 4" and 4.8" studded fat tire ebikes(beta testing ebikes for a certain local company here). Saskatoon will often have powdery snow topping, hardpack, sheer ice, or cement, or some combo of all 4. Not until late march/april do we get into slushy times usually.
Never...