Rio Rancho is the largest and most populous city in Sandoval County, part of the expansive Albuquerque metropolitan area, in the U.S. state of …Rio Rancho is the largest and most populous city in Sandoval County, part of the expansive Albuquerque metropolitan area, in the U.S. state of New Mexico. A small portion of the city extends into northern Bernalillo County.