..."ice is MOST LIKEY the problem"... Obviously, getting the snow off is the first step as it will allow you to deal with the underlying problem, but providing a way for the water to get out is paramount and salt in pantyhose is the easiest way. As for the permanent solution, I can walk you through whatever you need to do. Whatever you do, DO NOT apply tar (roofing cement, wet patch, etc).