January in Bethlehem is the most freezing month of the year. In January, the weather in Bethlehem is typically freezing. Average daily high temperature in January is about 2 degrees below zero. On average, Bethlehem has 11 cloudy, 10 partly cloudy, 6 sunny, 3 snowy, and 1 rainy day in January. The snowfalls are usually light.