we had the same problem in Minneapolis.warmed up just a enough to melt the under layer of snow and then back down to sub zero with a foot of snow falling on that.when i cleared the walks i ended up with inches of frozen slush.i'm using my old ice ax with a nice big spike on the end for the dog walks.