February in Watertown is the snowiest month of the year. In February, the weather in Watertown is typically freezing. Average daily high temperature in February is about 5 degrees below zero. On average, Watertown has 17 cloudy, 5 snowy, 4 sunny, and 3 partly cloudy days in February. The snowfalls are usually moderate.