The song has been recorded by Bing Crosby with John Scott Trotter & his Orchestra (March 22, 1940); The Nutmegs; Steve Conway with Jack Byfield & His Orchestra; Thomas Hampson with Jay Ungar (mandolin), David Alpher (piano), and Molly Mason (guitar); John Leyton (with revised lyrics by Ken Lewis and John Carter); Jerry Lee Lewis; Slim Whitman; and Roy Orbison on the album "In Dreams" (a top ten Australian single in 1964). The documentary "" is named after the song, and in the documentary Brian Wilson quips that the first letters of the words "Beautiful Dreamer, Wake" compare with his own initials, Brian Douglas Wilson. The song is also featured on Marty Robbins' posthumous album "Long, Long Ago" (1984) and on Ray Price's posthumous farewell album "Beauty Is... Ray Price, the Final Sessions" (2014).