February in Philadelphia is the windiest month of the year. In February, the weather in Philadelphia is typically warm. Average daily high temperature in February is about 16 degrees above zero. On average, Philadelphia has 10 rainy, 10 sunny, 6 cloudy, and 3 partly cloudy days in February. The rains are usually heavy.