Rock Prairie is a flat located in Thurston County, Washington. It appears on the Violet Prairie USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 268.86 feet (81.95 m) above sea level. The nearest populated place is Tenino, approximately 2.1 miles to the NE.