In February, the weather in Federal Way is typically cold. Average daily high temperature in February is about 9 degrees above zero. On average, Federal Way has 15 rainy, 5 sunny, 5 partly cloudy, and 4 cloudy days in February. The rains are usually heavy. February as well as January, March, April, and November is considered the most uncomfortable time to visit Federal Way.