On June 19 2012, Evita: 15th Anniversary Edition was released on Blu-ray, with the You Must Love Me music video included as a bonus feature.

The music video for You Must Love Me was directed by Alan Parker. Madonna was eight months pregnant (with Lourdes) when the video was shot. Madonna stood behind a piano to conceal her pregnancy during the video shoot.