Domestication is an excellent model for studying adaptation processes, constituting recent adaptation and diversification, as well as degeneration of unused functions. Geotrichum candidum is a fungus used for cheese making and is also found in other environments such as soil and plants. By analyzing whole genome data from 98 strains, we found that all strains isolated from cheese formed a monophyletic clade. Within the cheese clade, we identified three differentiated populations and we detected footprints of recombination and hybridization. The genetic diversity in the cheese clade was the lowest but remained high compared to other domesticated fungi, indicating milder bottlenecks. Commercial starter strains were scattered across the cheese clade, not constituting a single clonal lineage. The cheese clade was phenotypically differentiated from other populations, with a slower growth on all media even cheese, a prominent production of attractive cheese flavors and a lower proteolytic activity. Furthermore, cheese populations displayed contrasted phenotypes, with one cheese population producing a typical blue cheese flavor and another one displaying denser and fluffier colonies, excluding more efficiently cheese spoiler fungi. Cheese populations lost two beta lactamase-like genes, involved in xenobiotic clearance, and displayed transposable element expansion, likely due to relaxed selection. Our findings suggest the existence of genuine domestication in G. candidum, which led to diversification into three varieties with contrasted phenotypes. Some of the traits acquired by cheese strains indicate convergence with other, distantly related fungi used for cheese maturation.