As essential immune cells for retinal homeostasis and repair, macrophages play a pivotal role throughout vascular remodeling, a central pathological feature of diabetic retinopathy (DR). Emerging evidence indicates that macrophages actively adapt to the diabetic microenvironment through metabolic reprogramming. Notably, lipid metabolic reprogramming plays a crucial role in shaping macrophage activation phenotypes, modulating immune functions, and regulating the synthesis of inflammatory mediators, thereby influencing vascular remodeling. A deeper understanding of lipid metabolic reprogramming in macrophage-mediated vascular remodeling may provide novel immunometabolic targets for therapeutic intervention in DR.