In November, the weather in Huntsville is typically cold. Average daily high temperature in November is about 4 degrees above zero. On average, Huntsville has 10 cloudy, 7 partly cloudy, 6 rainy, 4 sunny, and 3 snowy days in November. The rains are usually heavy. November as well as March, April, and October is considered the most uncomfortable time to visit Huntsville.