Just get a long board skateboard and let the pooch pull. Ice skates/snowboard after that white stuff falls.
seriously there is a guy in my neighborhood that does the skateboard thing and he and the dog look like the are having a blast but we don't have to worry about snow
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Life is too short not to ride the best bike you have, as much as you can.