Did not chart nationally in Billboard, but charted locally in the Top 40 in Toronto, Ontario, Canada in March 1958. This was Ray's second single. Original Billboard review: "In the frantic rockabilly school, this features another in the continuing series of girl's name tunes. Lyric content means nothing here but crazy and shouted delivery could mean something. Vocal group backs here for good effect. Rated 71 out of 100."
"Shirley Purley" was also recorded in 1958 by Jimmie Maddin.
Written by Jo Ann Belvin.
With Shorty Rogers and His Orchestra and the Jack Halloran Singers.
B-side is "Let's Try Romance".