This recording was included in the debut Fats Domino album Rock and Rollin' with Fats Domino (1956) and next in the compilation Fats Domino Swings (12,000,000 Records) (1958).[5] Later in 1963 the recording has been overdubbed by vocal chorus for the album Let's Dance with Domino (1963).[6] In 1983 Fats Domino re-recorded the song; this recording was included in his last album Alive and Kickin' (2006)[7] under the title "Ain't That a Shame 2000".
The song gained national fame after being covered by Pat Boone.[8] Domino's version soon became more popular, bringing his music to the mass market a half-dozen years after his first recording, "The Fat Man".[9]
Pat Boone recorded the song in May 1955, just after the release of Fats Domino's single. This recording was released in the same month on single[10] under the title "Ain't That a Shame" and was included in his debut album Pat Boone (1956).[11] According to some sources, Boone suggested changing the title and lyrics to "Isn't That a Shame" to make it more appealing to a broader audience but was dissuaded by his producers.[12] Nevertheless, Boone's recording of the song was his first Billboardnumber-one single, spending two weeks as number one on the Billboard "Most Played in Jukeboxes" charts. Domino complimented Boone's cover of the song.[8] Boone liked to tell a story about a concert at which Domino invited Boone on stage, showed a big gold ring and said: "Pat Boone bought me this ring," since Domino and Bartholomew, as the song's writers, received royalties on it from record sales or radio airplay of other performers' cover versions of their song.[13]
Cheap Trick's version charted at number 35 after being released on their 1978 live album Cheap Trick at Budokan. Cash Box described it as a "superb rave-up of the Fats Domino classic."[14] Reportedly, this was Fats Domino's favorite cover.[15] Domino also gave Cheap Trick his gold record for his 1955 single, which is held by guitarist Rick Nielsen.[16] Another live version of the song, recorded in 1999, was released on the 2001 album Silver.
Classic Rock critic Malcolm Dome rated it as Cheap Trick's 4th greatest song, saying that even though it's a cover, "the band effectively made it their own."[17]Classic Rock History critic Michael Quinn rated it Cheap Trick's 8th best song, saying that it "starts off with more Bun E Carlos magic...then moves to a showcase of Rick Nielsen’s smarmy guitar work."[18]
A version of the song by the Four Seasons reached number 22 on the Billboard charts in 1963.[21] It was included in their 1963 studio album Ain't That A Shame and 11 Others. Cash Box described it as "a raunchy, medium-paced, multi-dance romancer."[22]