Yes, you do. Even if you are replacing an existing fence in kind, it is necessary for you to obtain a zoning permit. In order to do that, submit a zoning application along with a copy of your survey to scale indicating the location, type, and height of your fence. The application fee is $50.00. A building permit is also required if there is a pool on the property.