When you're traveling with pets, keeping tabs on the weather can make the trip safe and fun for everyone. The hottest months are usually July and August with an average temp of 66°F, while the coldest months are January and February with an average of 29°F. The snowiest months in Chautauqua are January, November, March, and December, with each month seeing an average of 8 inches of snowfall.