You never know how much ice is beneath any layer of snow.
Even at above freezing temperatures in the air, exposed snow is insulating what is underneath.
Compressed snow from car tire tracks or pedestrians create ice underneath.
Even a snowless trail may be coated with ice after an ice rain.