The film focuses almost exclusively on a heteronormative romantic core. It lacks explicit LGBTQ+ characters or non-cisnormative gender identities within the Montmartre setting.

Satine displays high agency as a performer but faces transactional pressures from a patriarchal hierarchy. While the film critiques predatory masculine authority, it adheres to traditional romantic structures.

The primary cast is largely homogeneous, reflecting a romanticized, historical European setting. There is a lack of significant racial blending or intentional color-blind casting in the central ensemble.

The narrative effectively critiques Western institutions by pitting Bohemian authenticity against aristocratic capitalism. It portrays the transgressive lifestyle of the courtesan with dignity rather than moral condemnation.

There are no prominent depictions of visible or invisible disabilities that serve as central character arcs or plot drivers.