In conclusion, this study illustrates that macrophages play a critical role in lactate‐induced collagen synthesis in the skin, and targeting the lactate‐H4K12la‐HDAC3‐TGF‐β axis may represent a novel approach for enhancing collagen production to combat skin aging. Here, TGFB1 is linked to skin aging.