In February, the weather in Florence is typically cold. Average daily high temperature in February is about 8 degrees above zero. On average, Florence has 9 sunny, 8 rainy, 6 cloudy, and 6 partly 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 Florence.