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 August and July with an average temp of 63°F, while the coldest months are February and January with an average of 26°F. The snowiest months in Ellison Bay are January, March, April, and February, with each month seeing an average of 9 inches of snowfall.