I drove by it yesterday and wondered about the weird bowling pin shape.
The little red sign on the fence says "Critical Area - Keep Out". It's not very clear in the screenshot, but you can see it on streetview; the coordinates are 35.033706, -81.925449 ; it's labelled "US Government - FAA building".