February in Burlington is the snowiest and the cloudiest month of the year. In February, the weather in Burlington is typically freezing. Average daily high temperature in February is about 3 degrees below zero. On average, Burlington has 16 cloudy, 10 snowy, 2 sunny, and 1 rainy day in February. The snowfalls are usually light.