Where I live (mid-Atlantic US region), snow accumulation is rare before December. I’ve had maybe one “white Christmas” in my life - lots of rainy ones, though.

January is when the snow starts to really hit, with February having peak winter storms. Before that, it’s just like autumn, except without the colorful leaves.