Earth system models project altered precipitation regimes across much of the globe. In California, the winter wet season is predicted to extend into spring, and the summer dry period to lengthen. How altered precipitation will affect soil carbon (C) persistence is a key knowledge gap. However, we do not have a mechanistic understanding of how altered soil moisture regimes will affect microbial population dynamics. Using quantitative stable isotope probing (qSIP), we compared total and active soil microbial communities across three California annual grassland ecosystems that span a rainfall gradient and have developed upon similar parent material. We also assessed multiple edaphic variables, including available C and the radiocarbon (14C) age of soil C. Samples were assayed in the wet season, when we expected environmental conditions would be most similar across sites. We hypothesized that the long-term legacy of soil water limitation would be reflected in lower community growth capacity at the driest site. We also predicted that actively growing communities would be more compositionally similar across the gradient than the total background microbiome. Across the three sites, edaphic parameters such as pH roughly sorted with mean annual precipitation, and soil carbon age increased with precipitation. Bacterial growth rates increased from the driest site to the intermediate site, and rates were comparable between the intermediate and wettest sites. These differences were persistent across major phyla, including the Actinobacteria, Bacteroidetes, and Proteobacteria. Taxonomic identity was a strong predictor of growth, such that the growth rates of a taxon at one site predicted its growth rates at the others. We think this fact, that taxa that grew quickly at one site tended to grow quickly at the others, is likely a consequence of genetically determined physiological traits, and is consistent with the idea that evolutionary history influences growth rate.