I have to either slice thru fresh fallen snow to firmer stuff underneath, or a Fat bike to ride on top.. , scrunch as You go ..
Or follow wheel ruts of the cars .. But Im spoiled on the NW Coast we get Ice & snow briefly and not annually.
Like last month, Up High and Inland they had Black Ice on the highways and streets, We skipped .