Membrane fouling is a persistent limitation in membrane-based water purification. In this study, polyethersulfone was modified with biowaste-derived functional additives such as cellulose from waste newspaper, nitrogen-doped activated carbon from fish scales, and silica from sugarcane bagasse to enhance antifouling performance during the production of polysaccharides and polyphenols. The modified membranes exhibited improved hydrophilicity, from 77.6° (pristine PES) to 58.5° (cellulose-based). The incorporation of cellulose gives the highest flux recovery ratio (78 %), driven by its superior hydrophilicity and resistance to irreversible fouling. Hermia's model analysis (R2 > 0.95) confirmed that fouling was predominantly governed by complete and intermediate blocking, while standard blocking appeared selectively depending on foulant type and material composition. Overall, cellulose demonstrated good antifouling capability, while silica provided a balanced morphology with reversible fouling under polysaccharide filtration. These results highlight the promise of biowaste valorisation for developing sustainable and membrane materials for polysaccharides and polyphenols production.