In evolutionary biology, sexual mating plays a pivotal role in facilitating the combination of beneficial alleles among individuals. Cross-species data suggest that organisms selectively choose mating partners based on factors such as genetic distance and partner fitness. Understanding the determinants of mate selection is crucial for unraveling the impact of sex on evolution. However, despite the significance of this phenomenon, the availability of large and consistent datasets is limited, leading to inconsistent conclusions.To address this gap, we present a comprehensive mating assay enabling the simultaneous quantification of mate choice among approximately 100 naturalSaccharomyces cerevisiaestrains. Our study demonstrates that mate choice enhances the overall fitness of the offspring population. By employing a DNA barcode recombination system integrated into natural isolates’ genomes, we sequence recombined barcode pairs and thus revealed mating frequencies and preferences among all strains in different environments.Our findings unveil that mate selection is an active process in yeast, with certain parental pairs exhibiting a heightened affinity for each other over other strains, whereas certain strains combinations are avoided. Notably, among the pairs with the highest affinity, there is a preference for lower genetic distances.Intriguingly, multiple strains show a propensity for mating with partners that yield higher-fitness offspring on average. Collectively, our results provide compelling evidence that yeast actively engages in adaptive mate selection.