Here is the League of Wisconsin Municipalities guide to what a “city” is in the State of Wisconsin. The guide explains how a village and city is different than a town and county. It explains how they are created, what powers they have, how they raise money for their budgets and what services they provide.
Here are the links to the websites of cities in Dane County.