Celery Lake is a lake located in San Luis Obispo County, California. It appears on the Oceano USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 11.36 feet (3.46 m) above sea level. The nearest populated place is Callender, approximately 1.3 miles to the SSE.