Ovaries play key roles in fitness and evolution: they are essential female reproductive structures that develop and house the eggs in sexually reproducing animals. InDrosophila, the mature ovary contains multiple tubular egg-producing structures known as ovarioles. Ovarioles arise from somatic cellular structures in the larval ovary called terminal filaments, formed by terminal filament cells and subsequently enclosed by sheath cells. As in many other insects, ovariole number per female varies extensively inDrosophila. At present however, there is a striking gap of information on genetic mechanisms and evolutionary forces that shape the well-documented rapid interspecies divergence of ovariole numbers. To address this gap, here we studied genes associated withD. melanogasterovariole number or functions based on recent experimental and transcriptional datasets from larval ovaries, including terminal filaments and sheath cells, and rigorously assessed their rates and patterns of molecular evolution in five closely related species of themelanogastersubgroup that exhibit species-specific differences in ovariole numbers and have annotated genomes. From comprehensive analyses of protein sequence evolution (dN/dS), branch-site positive selection, expression specificity (tau) and phylogenetic regressions (PGLS), we report evidence of 42 genes that showed signs of playing roles in the genetic basis of interspecies evolutionary change ofDrosophilaovariole number. These included signalling genesupd2andIlp5and extracellular matrix genesvkgandCol4a1. Together, we propose a model whereby a set of ovariole-involved gene proteins have an enhanced evolvability, including adaptive evolution, facilitating rapid shifts in ovariole number amongDrosophilaspecies.