Renal fibrosis represents the core pathway through which chronic kidney disease progresses to end-stage renal failure. Therapeutic strategies targeting renal fibrosis provide an important approach for clinically mitigating the transition from acute kidney injury to chronic kidney disease. Macrophages, owing to their high heterogeneity in origin and phenotype, play a significant role in various stages of acute inflammation, tissue repair, and fibrosis, thereby holding substantial promise for the treatment of renal fibrosis. This review summarizes the pivotal role of renal macrophages in the transition from acute kidney injury to chronic kidney disease, with a focus on their temporal phenotypic reprogramming characteristics and the fibrotic microenvironment interaction network constituted by injured tubules, macrophages, and fibroblasts. On this basis, we systematically outline four core categories of macrophage-targeted intervention strategies: modulation of upstream signaling pathways, induction of macrophage phenotypic reprogramming, blockade of profibrotic factors and their downstream pathways, and selective depletion or engineered modification of profibrotic macrophage subsets. This review aims to provide new insights for future exploration of the timing, precision, and efficacy of macrophage-targeted therapies.