The recording references the psychedelic sound that the Beatles had helped popularise in 1967, through its use of sitar, cello, and backwards-relayed effects.

The single was accompanied by an innovative music video, directed by the partnership of Kevin Godley and Lol Creme.

Cash Box said that "Harrison and Jeff Lynne unveil a historical re-creation of the Beatles' career wrapped up in one song.

"[1] In 2010, AOL radio listeners chose "When We Was Fab" as one of the 10 Best George Harrison Songs, placing it number 9 on the list.

Most prominent amongst these are Ringo Starr, who appears first as Harrison's roadie and then as a drummer, and Jeff Lynne, both of whom also played on the track.

Pepper's Lonely Hearts Club Band, and having multiple arms, evoking the many-armed gods of Hindu traditions.