Taking into account the local weather in Granite can help you maximize your time at the pool during your trip. The hottest months are usually July and August with an average temp of 53°F, while the coldest months are December and January with an average of 16°F. The snowiest months in Granite are January, February, March, and December, with each month seeing an average of 26 inches of snowfall.