The cemetery is located on the east side of Columbia Road (Ohio State Route 252) about 0.5 miles south of its intersection with Butternut Ridge Road. The cemetery was established in 1929.

The cemetery is located in the city of North Olmstead, Olmstead Township, Cuyahoga County, Ohio, and is # 2628 (Sunset Memorial Park Association Cemetery) in “Ohio Cemeteries 1803-2003”, compiled by the Ohio Genealogical Society.
The cemetery is registered with the Ohio Division of Real Estate and Professional Licensing (ODRE) as Sunset Memorial Park Assoc. with registration license number CRC.0000980455.
The U.S. Geological Survey (USGS) Geographic Names Information System (GNIS) feature ID for the cemetery is 1046872 (Sunset Memorial Park Cemetery).