February in Appleton is the snowiest month of the year. In February, the weather in Appleton is typically freezing. Average daily high temperature in February is about 5 degrees below zero. On average, Appleton has 17 cloudy, 8 snowy, 3 sunny, and 1 partly cloudy day in February. The snowfalls are usually light.