When my kiddo and I were there, there were some neighborhood kids who had biked there to play. Families were in and out. It really did have a nice neighborhood feel, and there was plenty to keep my four year old entertained.
Be warned, though: there are no bathrooms!!
Hunter Oaks Park (also known on Google Maps as Arlington Park)
600 Arlington Way ~ Watertown, WI