In February, the weather in Milwaukee is typically freezing. Average daily high temperature in February is about zero. On average, Milwaukee has 9 cloudy, 8 partly cloudy, 7 sunny, 3 snowy, and 2 rainy days in February. The snowfalls are usually light. February as well as January, March, April, and May is considered the most uncomfortable time to visit Milwaukee.