How can we compare two dependence structures (represented by copulas)? It depends on the task. For clustering variables with similar dependence, prefer Optimal Transport. For detecting change points in a dynamical dependence structure, prefer Fisher-Rao and its associated f-divergences (for example, an approach a la Frédéric Barbaresco in radar signal processing). This study illustrates these properties with bivariate Gaussian copulas.