In March, the weather in Philadelphia is typically cold. Average daily high temperature in March is about 9 degrees above zero. On average, Philadelphia has 13 partly cloudy, 9 rainy, 8 sunny, and 1 cloudy day in March. The rains are usually heavy. March as well as January, February, May, and December is considered the most uncomfortable time to visit Philadelphia.