Keep It a Secret

The best-selling recording of the song was made by Jo Stafford with Paul Weston and His Orchestra in 1952. It was released by Columbia Records.[1] The record first reached the Billboard magazine charts on November 8, 1952, and spent 17 weeks on the chart, peaking at number six.[2] It also reached number five on the Cash Box chart in early 1953.

• Dinah Shore with Frank De Vol and his orchestra recorded the song in Hollywood on August 18, 1952. It was released by RCA Victor Records[3] and by EMI on the His Master's Voice label.[4]
• Bing Crosby recorded it on November 12, 1952 with John Scott Trotter and His Orchestra[5] and this charted briefly with a peak position of No. 28.[6]
• June Hutton, with Axel Stordahl and his orchestra, recorded Keep It a Secret in 1952. It was backed by I Miss You So on Capitol 2268.[7]
• Slim Whitman - recorded the song for a single release in 1952. He recorded the song again in 1967 for the album Slim Whitman – 15th Anniversary Album.
• Gene Vincent and His Blue Caps - included in the album A Gene Vincent Record Date (1958).
• Joni James - included in the album Joni James – Country Style (1962).
• Ronnie Dove recorded the song for part of his Right or Wrong album (1964).