I did 2 years commute on the Eire canal 5 miles road 7 canal in Rochester on 25 armadillos...
Fresh snow was ok, ice sucked.

Hardest was the P gravel as the tires sunk in unless I was going at a pretty good clip.

Wouldn't suggest it, but that was what fit on my bike.