Grove Park is a neighborhood in Atlanta, Georgia with a population of 10,437. Grove Park is in Fulton County. Living in Grove Park offers residents an urban suburban mix feel and most residents rent their homes. In Grove Park there are a lot of parks. Many retirees live in Grove Park and residents tend to be liberal.