Taking into account the local weather in Randolph 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 64°F, while the coldest months are January and December with an average of 22°F. The snowiest months in Randolph are March, February, January, and December, with each month seeing an average of 10 inches of snowfall.