January in Huntsville is the snowiest and the most freezing month of the year. In January, the weather in Huntsville is typically freezing. Average daily high temperature in January is about 5 degrees below zero. On average, Huntsville has 12 snowy, 8 cloudy, 6 partly cloudy, and 5 sunny days in January. The snowfalls are usually heavy.