Even small differences, sometimes just a degree or two high in the atmosphere, can completely change what eventually reaches the surface.
Winter storms can bring all sorts of precipitation: snow, sleet, hail, freezing rain or even plain old rain. Why so much variety? The answer involves temperature changes as the precipitation falls.