In February, the weather in Cleveland is typically freezing. Average daily high temperature in February is about zero. On average, Cleveland has 11 snowy, 8 cloudy, 7 rainy, 2 sunny, and 1 partly cloudy day in February. The snowfalls are usually moderate. February as well as March, November, and December is considered the most uncomfortable time to visit Cleveland.