Not all airplanes can dump their fuel. Only the bigger ones can. I once had to fly circles around an airport for 5 hours to burn up the fuel, because the airplane couldn't dump it.
They generally only dump fuel over the ocean. Not great from an environmental perspective, but at least it isn't landing on people's houses or farm land.