The present invention relates to a cosmetic composition comprising, in a physiologically acceptable medium, composite particles comprising a substrate formed from mica and from bismuth oxychloride coated with at least one mineral pigment and at least one nacre, chosen from composite particles comprising at least one support chosen from mica, synthetic fluorphlogopite or calcium sodium borosilicate, and completely or partially coated with one or more layers of metal oxides, in particular chosen from titanium dioxide, iron oxide, tin oxide and mixtures thereof.It also relates to the process for giving skin, and in particular facial skin, a uniform complexion and a rosy tonality, while at the same time retaining the natural appearance of the skin, which consists in applying at least one coat of a composition as defined above to the surface of the targeted skin.