February in Bakersfield is the rainiest and the cloudiest month of the year. In February, the weather in Bakersfield is typically warm. Average daily high temperature in February is about 17 degrees above zero. On average, Bakersfield has 24 sunny, 4 partly cloudy, and 1 rainy day in February. The rains are usually light.