January in Corning is the snowiest, the windiest, and the most freezing month of the year. In January, the weather in Corning is typically freezing. Average daily high temperature in January is about 3 degrees below zero. On average, Corning has 19 cloudy, 10 snowy, and 2 sunny days in January. The snowfalls are usually moderate.