Trivia: At one point, Thelma Todd is telling Groucho that she is living unhappily (and wants "freedom, liberty, justice, etc.). Groucho responds, "I know, I know, you're a woman who's been getting nothing but dirty breaks her whole life. Well we can clean and fix those breaks, but you'll have to stay in the garage all night." Less than four years later, Thelma Todd died of carbon monoxide poisoning as a result of being locked in a garage with a running car. There has been much controversy as to whether her death was an accident or not, even to this day.
Trivia: Director James Parrott has a cameo as the prisoner marching next to Oliver Hardy after Stan and Oliver are recaptured.
Trivia: "The Moose Hunt" marks the only time Pluto speaks in a Walt Disney cartoon. His words are "Kiss me."
Trivia: Gordon Douglas, who later directed the 1940 Laurel and Hardy film "Saps at Sea", makes a cameo as a Ford Arid Legionnaire.