If you’re looking forward to lots of outings with your partner, check out these details about year-round temperatures in Watertown: The hottest months are usually July and August with an average temp of 69°F, while the coldest months are January and February with an average of 33°F. The snowiest months in Watertown are January, February, March, and April, with each month seeing an average of 5 inches of snowfall.