Production was delayed in August, 1938, when three hundred African-American extras working on the film went on strike.
Myrna Loy's character is a thinly-veiled reference to Amelia Earhart, who had disappeared the previous year.
The opening sequence of a fake bombing raid was allegedly conceived by Buster Keaton, then a freelance MGM gagman.