I was with you up until “It used to be part of Atlanta.”
Sandy Springs used to be an area that was part of unincorporated Fulton County, which of course is the county that most of the City of Atlanta is in (for the non-locals).
Actually, you are right. I guess i fell back into the local assumption that Fulton and Atlanta are the same thing.