Fats Domino - recorded in September 1967; included in his album Fats.
Frank Sinatra - Sing and Dance with Frank Sinatra and also for his album Sinatra's Swingin' Session!!!. Sinatra also sang the song in the film Meet Danny Wilson.
Frankie Laine - performed the song in the film When You're Smiling.
Louis Armstrong - Satchmo: A Musical Autobiography. In his recording from 1929, Armstrong tried to adapt the "white" style of Guy Lombardo through the inclusion of an expansive saxophone section sound.
Louis Prima - The Call of the Wildest.
Michael Bublé - for his album BaBalu
Nat Gonella and His Trumpet - recorded November 15, 1932.
In "The Rock Vegas Story" episode of The Flintstones, first aired March 30, 1962, Barney and Betty Rubble perform the song.
In the Seinfeld episode "The Jimmy", Mel Torme dedicates the song to Kramer.
The song was sung by Rachel Berry, a character on the TV series Glee, in the episode "Mattress".
The version recorded by Louis Armstrong was featured in an advertisement for Apple's new iPhone 4 in 2010. It had previously appeared in a commercial for Kodak.
The Louis Prima version is featured in the video game Mafia II and the movies Analyze This, directed by Harold Ramis, Anger Management, directed by Peter Segal, and Find Me Guilty, directed by Sidney Lumet.
In the Nickelodeon TV series The Backyardigans, the song's tune is used in an episode titled "It's Great To Be A Ghost!".
At the end of the 1995 Woody Allen movie Mighty Aphrodite the Greek chorus sings a version of this song.
At the end of the Everybody Loves Raymond episode "Sweet Charity", Debra Barone sings the song in front of a group of unhappy hospital patients.
At the end of the 2003 movieWindy City Heat the song is used over a montage of the main characters.
Pablo Bubarre introduced "When You're Smiling" in one of the musical romance sketches of "Pablo the Romantic" from Boom Town, broadcast by BBC Three. This version includes the piano music of Ross Leadbeater.
The song is sung by Roberta Flack in the 1971 film $.
It was adopted by Leicester City F.C. as the club anthem, and can be heard at many of the team's games.
The Armstrong rendition features in the 2016 South Korean filmThe Age of Shadows as a juxtaposition to a violent montage unfolding.
This song was feature in 1999 film Analyze This.
The song was used by Labatt's during the 1970's in commercials for Labatt's Blue beer, with the words 'Blue smiles along with you' in place of 'The whole world smiles along with you.'
Helena Bonham Carter sings this song in the second episode of the Season 3 of The Crown.