The music video was the directorial debut of Dror Soref and parodies the "I Love Rock 'n Roll" music video. Dr. Demento makes a cameo appearance in the video as a cashier.
The "ice cream" used in the video is actually mashed potatoes, since real ice cream would melt under stage lights.[1]
In 2022, for the film WEIRD: The Al Yankovic Story, Yankovic rerecorded the track as well as four others. In the film, Yankovic first plays the song in a bar. Different from the album version, it starts out with just Yankovic and the accordion, and near the end of the first verse Jim Kimo West, Steve Jay, and Jon Bermuda Schwartz spontaneously join in on guitar, bass, and drums. After the song is finished, Dr. Demento, who was in the audience, comes up to Yankovic and asks to be his agent, to which Yankovic says yes.