Snowfall depends heavily on elevation and latitude.
Highest elevations (Mt. Yonah, Brasstown Bald, Rich Mountain) see snow from November through March, sometimes into April. Accumulations can be significant.
Snow is rare but possible, mostly in January or February. Measurable snow occurs every few years; trace amounts more often. Atlanta has recorded snow in every month except summer, but it's exceptional.