February in Cheltenham is the windiest and the sunniest month of the year. In February, the weather in Cheltenham is typically cold. Average daily high temperature in February is about 8 degrees above zero. On average, Cheltenham has 10 rainy, 7 cloudy, 7 partly cloudy, and 5 sunny days in February. The rains are usually moderate. February as well as January, March, April, and May is considered the most uncomfortable time to visit Cheltenham.