Geographic patterns of genetic differentiation have long been used to understand population history and to learn about the biological mechanisms of adaptation. Here we present an examination of genomic patterns of differentiation between northern and southern populations of Australian and North American Drosophila simulans, with an emphasis on characterizing signals of parallel differentiation. We report on the genomic scale of differentiation and functional enrichment of outlier SNPs. While, overall, signals of shared differentiation are modest, we find the strongest support for parallel differentiation in genomic regions that are associated with regulation. Comparisons to Drosophila melanogaster yield potential candidate genes involved in local adaptation in both species, providing insight into common selective pressures and responses. In contrast to D. melanogaster, in D. simulans we observe patterns of variation that are inconsistent with a model of temperate adaptation out of a tropical ancestral range, highlighting potential differences in demographic and colonization histories of this cosmopolitan species pair.KEYWORDS geographic variation; population genomics; Drosophila T HE geographic distribution of genetic or phenotypic variation can provide valuable insight into the process of adaptation. For example, consistent patterns of genetic variation across space have long been interpreted as evidence for local adaptation owing to spatially varying selection (Endler 1977; Adrion et al. 2015). This is well illustrated in populations of Drosophila melanogaster, a model system showing consistent phenotypic and molecular clines across environmental gradients (Hoffmann and Weeks 2007). Among these, the association of latitude with variation in ecologically relevant traits such as heat knockdown resistance, chill coma recovery, and diapause incidence Schmidt and Paaby 2008) provides strong support for local adaptation to climate.Despite efforts to understand the potential adaptive nature of molecular variation in populations of Drosophila, there remains some disconnect between our understanding of allele-frequency clines and phenotypic clines, of which the latter are more easily and intuitively interpretable. For the vast majority of clinal molecular polymorphisms in Drosophila, the mechanisms underlying their maintenance are poorly understood. Nevertheless, because gene flow in Drosophila is thought to be high, strong differentiation often can be argued as evidence of local adaptation. Moreover, because the physical scale of linkage disequilibrium (LD) in Drosophlia is often smaller than the size of genes (Langley et al. 2012), differentiation between populations generally is associated with hypotheses regarding individual genes as targets of selection.Observation of parallel patterns of differentiation furthers the argument for an adaptive basis to differentiation, and in general, comparisons of patterns of variation across independent replicate geographic transects may contribute to an understanding of...