As far as i know, central and southern japan will starts snowing sometime in mid january~feb depends on how southern it goes even though its winter season. There may be occasional light snow (but hardly) and it wouldn't pile up like you may imagine in most winter season before that.

After mid january, then it will starts snowing more frequently.