Olive Lake is a lake located in Union County, Oregon. It appears on the Bennet Peak USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 7,469.86 feet (2,276.81 m) above sea level. The nearest populated place is Medical Springs, approximately 9.9 miles to the SW.