Some years ago there was a famous photo of a vast stretch of pasture land with a "Columbus(ohio) Corp Limit" sign stuck in the weeds along a country road. Not a building in sight.
Columbus annexes aggressively, but those empty areas usually fill in after a few years. A lot of the deals have to do with water and sewer agreements.