I have not done a lot of flying in snow but one thing I have noticed is that thicker snow started to stick and remain on the screen at about +2°C where as rain or thin powdery snow needs a temperature of 0°C or less to stick.
Before I saw this I always thought you would have to have a tempreture of 0°C or less for snow to stick.