December in Watertown is the windiest month of the year. In December, the weather in Watertown is typically freezing. Average daily high temperature in December is about 6 degrees below zero. On average, Watertown has 16 cloudy, 6 partly cloudy, 5 snowy, and 4 sunny days in December. The snowfalls are usually light.