In February, the weather in Hoover is typically warm. Average daily high temperature in February is about 12 degrees above zero. On average, Hoover has 11 sunny, 10 rainy, and 8 partly cloudy days in February. The rains are usually heavy. February as well as January, June, July, and August is considered the most uncomfortable time to visit Hoover.