Wet snow can weigh as much as 21 pounds per square foot, according to the Federal Emergency Management Agency (FEMA), and a snow roof rake is the most effective means of removing that weight.
You can help mitigate ice dam damage by using a roof rake to clear snow from the valleys and the roof edge. You won't be able to clear the entire roof, but that's not usually necessary.