Flowery Branch, Georgia. Flowery Branch is a city in Hall County, Georgia, United States. As of the 2010 census, the city had a population of 5,679. It is part of the Gainesville, Georgia metropolitan area, and lies on the shores of Lake Lanier. Contents.