This study addresses deficiencies in the anti-fouling properties and long-term operational stability of ceramic membranes exhibiting excellent oil-water separation performance. Using a combined deposition and low-temperature reduction approach, hydrophilic polydopamine (PDA) and transition metal single-atom cobalt (Co1) were immobilized onto alumina ceramic membrane surfaces to fabricate a superhydrophilic anti-fouling Al2O3 ceramic membrane. The separation performance of this membrane for oil/water emulsions was subsequently systematically investigated. The doping of PDA endows the membrane with remarkably high oil/water separation efficiency (above 99 %) and flux (705.6 ± 34.1 L m-2·h-1). In the Ammonium persulfate (APS) system, Co1, through valence state cycling (Co2+/Co3+), generate ·OH and SO4·- radicals, which promote the free radical chain reaction and endow the membrane with self-cleaning ability. The synergistic molecular interactions within the composite architecture bestow exceptional structural integrity during continuous multiphase separation operations, while establishing innovation in membrane longevity enhancement through energy-barrier elevation against interfacial fouling degradation mechanisms. This work provides a novel strategy for developing anti-fouling membranes with high efficiency in oil-water separation.