Fair Oaks is located at 33°55′11″N 84°32′40″W / 33.91972°N 84.54444°W (33.919802, -84.544507).
According to the United States Census Bureau, the CDP has a total area of 2.0 square miles (5.2 km2), of which 0.51% is water.
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