In February, the weather in Ocean City is typically cold. Average daily high temperature in February is about 8 degrees above zero. On average, Ocean City has 10 sunny, 8 rainy, 7 partly cloudy, and 4 cloudy days in February. The rains are usually heavy. February as well as January, March, July, and August is considered the most uncomfortable time to visit Ocean City.