When you're traveling with pets, keeping track of the weather can make the trip safe and fun for everyone. The hottest months are usually July and August with an average temp of 68°F, while the coldest months are January and February with an average of 31°F. The snowiest months in Tannersville are January, February, December, and November, with each month seeing an average of 5 inches of snowfall.