In February, the weather in Madeira Beach is typically warm. Average daily high temperature in February is about 18 degrees above zero. On average, Madeira Beach has 15 sunny, 6 rainy, 6 partly cloudy, and 2 cloudy days in February. The rains are usually heavy.