It was released for digital download and streaming on April 29, 2022, as the album's lead single by School Boy, Republic, and P Nation.

[2][3] Mixing was handled by Tony Maserati, while mastering was done by Sterling Sound's Chris Gehringer.

[4] The song was released for digital download and streaming by P Nation on April 29, 2022.

[5] The music video for "That That" was filmed on a sandy beach in Incheon in mid-March.

According to Psy, the weather was cold and rainy, causing some difficulties during filming, as the sand became muddy and made their feet to sink into the ground.