Montreal winters chase me indoors. I generally ride until mid November or until the snow starts to accumulate.
I switch to an indoor trainer (Tacx) till spring. You can't really replace the outdoor experience with trainers imo but at least it keeps you exercising.
Always hope for a "short" winter, lol.