Detecting the molecular basis of adaptation is one of the major questions in population genetics. With the advance in sequencing technologies, nearly complete interrogation of genome-wide polymorphisms in multiple populations is becoming feasible in some species, with the expectation that it will extend quickly to new ones. Here, we investigate the advantages of sequencing for the detection of adaptive loci in multiple populations, exploiting a recently published data set in cattle (Bos taurus). We used two different approaches to detect statistically significant signals of positive selection: a within-population approach aimed at identifying hard selective sweeps and a population-differentiation approach that can capture other selection events such as soft or incomplete sweeps. We show that the two methods are complementary in that they indeed capture different kinds of selection signatures. Our study confirmed some of the well-known adaptive loci in cattle (e.g., MC1R, KIT, GHR, PLAG1, NCAPG/LCORL) and detected some new ones (e.g., ARL15, PRLR, CYP19A1, PPM1L). Compared to genome scans based on medium-or high-density SNP data, we found that sequencing offered an increased detection power and a higher resolution in the localization of selection signatures. In several cases, we could even pinpoint the underlying causal adaptive mutation or at least a very small number of possible candidates (e.g., MC1R, PLAG1). Our results on these candidates suggest that a vast majority of adaptive mutations are likely to be regulatory rather than protein-coding variants.KEYWORDS F ST ; domestication; linkage disequilibrium; next-generation sequencing; selective sweeps D ETECTING the molecular basis of adaptation in natural species is one of the major questions in population genetics. With the spectacular progress of genotyping and sequencing technologies, genome-wide scans for positive selection have been performed in multiple species and populations within the last decade. Livestock species provide a considerable resource for these selection scans, because they have been subjected to strong artificial selection since their initial domestication, leading to a large variety of breeds with distinct morphology, coat color, or specialized production. In addition, the economic value of these species and the need to improve them has motivated the development of standardized single-nucleotide polymorphism (SNP) chips and the genotyping of millions of animals using these chips, providing considerable data for population genetics analyses. For instance, in taurine cattle, at least 21 genomic scans for selection have already been published and were reviewed in GutierrezGil et al. (2015). Numerous genomic scans for selection have also been published in other livestock species; see de Simoni Gouveia et al. (2014) for a review.The regions detected by these studies are generally convincing, because they contain interesting positional and functional candidate genes (e.g., Fariello et al. 2014) and/or are statistically enriched with ...