February in Palm Beach is the coldest month of the year. In February, the weather in Palm Beach is typically warm. Average daily high temperature in February is about 27 degrees above zero. On average, Palm Beach has 16 sunny, 12 partly cloudy, and 1 rainy day in February. The rains are usually light. February as well as January, March, April, and August is considered the most comfortable time to visit Palm Beach.