Many if not all of the oil wells were there long before the people were - so it's more of a "hide existing infrastructure" than "random oil well out of freaking nowhere" being hidden.

As people move in and out of the area that knowledge is lost; so new inhabitants may be surprised to find that they're right next to a rig.