Atlanta is an unincorporated community located in Chickasaw County, Mississippi, United States. Atlanta is approximately south-southeast of Vardaman and north-northwest of Woodland on Mississippi Highway 341. Atlanta has a zip code of 39776. A post office operated under the name Atlanta from 1874 to 1908.

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