This is the first of five collaborations between Doris Day and Gordon MacRae. They would later co-star in The West Point Story (1950), On Moonlight Bay (1951), Starlift (1951), and By the Light of the Silvery Moon (1953).
The girl who dances the Charleston in a red cloche hat at the beginning is Elinor Donahue. She would later play Betty Anderson in Father Knows Best (1954).
The staircase dance number to "Oh Me, Oh My" was created to showcase Gene Nelson's athletic dance skills, in hopes audiences might come to think of him as the Warner Brothers' equivalent to Gene Kelly . Nelson won the 1950 Golden Globe as Best New Star, but in the long run, he never achieved more success.
This film was the first time that Doris Day danced professionally since her teens, when she was badly injured in a car accident. Before that, her primary focus in show business was dancing.