Caney Mountain is a summit located in Pushmataha County, Oklahoma. It appears on the Caney Mountain USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,058.30 feet (322.57 m) above sea level. The nearest populated place is Pine Knot Crossing, approximately 3.7 miles to the SE.