Though weather is just one factor, it can really affect your travel plans, especially if you are planning a longer stay in Randolph. 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 February, March, April, and January, with each month seeing an average of 12 inches of snowfall.