January in Cleveland is the snowiest, the windiest, and the most freezing month of the year. In January, the weather in Cleveland is typically freezing. Average daily high temperature in January is about 1 degree below zero. On average, Cleveland has 16 snowy, 8 cloudy, 5 rainy, and 2 sunny days in January. The snowfalls are usually moderate.