This work introduces a scalable strategy for fabricating monodisperse cluster-luminescent polymer microspheres via functional group engineering. The microspheres exhibit broad emission (400–700 nm) and low fluorescence coefficient of variation (CV < 3%), fulfilling requirements for routine flow cytometer calibration. More importantly, kilogram-scale synthesis could be achieved facilely, demonstrating industrial potential (e70176).