WSB-TV reports the fire was raging early Thursday at a vacant building near Hartsfield-Jackson Atlanta International Airport.
WSB reports that flights were still able to land around 6 a.m.
There were no immediate reports of any injuries in the blaze. Video from WSB showed flames consuming the building, which was formerly used as a Fulton County training facility.