Taking into account the local weather in Cleveland can help you maximize your time at the pool during your trip. The hottest months are usually July and August with an average temp of 67°F, while the coldest months are January and February with an average of 28°F. The snowiest months in Cleveland are February, January, March, and November, with each month seeing an average of 14 inches of snowfall.