When the episode was being written, many writers' contracts had just expired, so there was a small number of writers at the annual story retreat. Al Jean was very nervous about how they could write a whole new season with such a small crew. In addition, there were several scenes added after the animatic, making the schedule even tighter. However, Jon Vitti was very committed to this episode and pitched almost the entire plot by himself.
It was Jon Vitti's idea to have Adam West guest star. The other writers agreed because they were all big fans of Batman (1966) when they were children and also wanted to meet him. Matt Groening said that West was one of the most popular people to ever come to the studio.
Troy McClure mentions that the viewer may remember him from The Erotic Adventures of Hercules, the film Marge and Homer were watching in the episode Selma's Choice (1993).
The company that calls Homer about his delinquent payments is Kumatsu Motors (the company that bought out Herb Powell's car company in Oh Brother, Where Art Thou? (1991)).
Linda Ronstadt was recorded in San Francisco. Jon Vitti was tasked with recording Ronstadt and he enjoyed it immensely. He remarked the most beautiful thing he has ever heard is Ronstadt singing the Spanish Plow King jingle.