In August, the weather in Cleveland is typically hot. Average daily high temperature in August is about 31 degrees above zero. On average, Cleveland has 12 rainy, 10 sunny, 8 partly cloudy, and 1 cloudy day in August. The rains are usually heavy. August as well as January, February, June, and July is considered the most uncomfortable time to visit Cleveland.