The single version of "Burger Rain" is an alternate recording, featuring a second and third verse and running three and a half minutes in length. In April 2019, "Burger Rain" was released to major streaming services as a B-side to the "Super Show!" song "Cobraman Theme!". Both songs, as well as "Beat Fishin'", were widely released on digital and physical media as part of "" on June 7, 2019. The B-side to "Burger Rain" is "Beat Fishin'", another song taken from the soundtrack of "The Aquabats! Super Show!", specifically the episode "Ladyfingers!", in which it's played during a party scene. Like "Burger Rain", the song is an alternate recording extended to full length. The cover of "Beat Fishin'" depicts "Super Show!" and "Yo Gabba Gabba!" producer Justin Lyon's head placed on a stock photo of a fishermans body with exaggerated bling-bling, catching a turntable with a fishing rod.