Originally to be filmed with Marion Davies in 1928. The production was abruptly halted when MGM converted its studio to sound. The 1936 film incorporated footage from the unfinished 1928 production, mostly exterior shots.
Studio chief wanted newly hired Cole Porter to write a song for Eddy similar to "Rose Marie" for this picture. Porter turned out five versions before composing a sixth that Mayer liked. Porter did't like the version although it sold a half million copies of sheet music, and although Eddy had misgivings about the song being right for him, Mayer pressured him to sing it.
There were several dance numbers cut before the movie was released. The football game at the beginning was cut from several newsreels. Over 100 original West Point students appeared in that movie, and there are rumours that each of them who took part in one dance number, received a kiss by Eleanor Powell.
The electricity bill for the Drum Dance scene was, according to some rumours in the region of $30,000. According to some sources 1,500 extras were used in the Drum Dance scene, making the costumes for them took almost a month.
In true Ziegfeld fashion the final number covered 60 acres of the Metro backlot plus 27 cameras and 2000 singers, dancers, and onlookers. eight pipe organs were included in a 60 piece orchestra accompanying 100 singing West Point cadets.