In August, the weather in Watertown is typically warm. Average daily high temperature in August is about 25 degrees above zero. On average, Watertown has 21 sunny, 7 partly cloudy, and 3 rainy days in August. The rains are usually heavy. August as well as September is considered the most comfortable time to visit Watertown.