Yes, it snows in Japan. On the west coast of Japan, storms come marching in from Korea and the Sea of Japan carrying plenty of cold air and moisture and dump snow all over the west coast. Bad for surfing but great for skiing and snowboarding, and "snowboogieboarding."
I went out to take a leisurely stroll down the street, it turned into a slow march through a blizzard.