I agree with mudmixer. The use of a roof rake, if only in the valleys, is a great way to keep ice dams from forming. Of course, if you have a two story house, this becomes a little more difficult to do, but not impossible. Many roof rakes comes with extensions of up to 25 feet. And really you only need to get the bottom 3 or 4 feet of snow cleared for it to be effective.