January in Calgary is the windiest month of the year. In January, the weather in Calgary is typically freezing. Average daily high temperature in January is about 3 degrees below zero. On average, Calgary has 16 cloudy, 8 partly cloudy, 6 sunny, and 1 snowy day in January. The snowfalls are usually light.