When you're traveling with pets, keeping track of the weather can help you make the trip more safe and fun for everyone. The hottest months are usually July and August with an average temp of 71°F, while the coldest months are January and December with an average of 30°F. The snowiest months in Burley are November, January, March, and December, with each month seeing an average of 10 inches of snowfall.