In January, the weather in Pendleton is typically cold. Average daily high temperature in January is about 3 degrees above zero. On average, Pendleton has 9 rainy, 9 cloudy, 7 partly cloudy, and 6 sunny days in January. The rains are usually light. January as well as February, March, and December is considered the most uncomfortable time to visit Pendleton.