Long-term excessive alcohol intake can easily lead to gastritis, gastric ulcer, and gastric bleeding. To address fisetin's (FIT) limitations in ameliorating alcohol-induced gastric injury while resolving stability issues of pH-driven albumin nanoparticles and oral protein-based drug delivery carriers, this study innovatively employed Paotianxiong polysaccharides (PP) as a stabilizer for protein nanoparticles and constructed an enhanced gastric acid-responsive hydrogel for delivery of FIT to alleviate alcohol-induced gastric injury. Through a green strategy (pH-driven method), albumin-PP composite nanoparticles were fabricated to improve FIT's solubility, stability, and bioavailability. The nanoparticles exhibit a uniform particle size and excellent dispersibility. In different pH acidic environments and ionic concentrations, the addition of PP significantly boosts the nanoparticles' stability. To further enhance gastric retention and sustained drug-release properties, an acid-responsive hydrogel was designed using SA and Ca2+, and carboxymethyl chitosan and PP were introduced to optimize the hydrogel's toughness, bioadhesion, and biocompatibility. This gastric-retentive delivery system formed by incorporating drug-loaded composite nanoparticles into the hydrogel shows a denser network structure, excellent mechanical properties, bioadhesion, sustained-release and gastric-retentive properties. In vivo studies demonstrate that the drugs delivered by this system exhibit superior distribution characteristics in the stomach and liver. They can effectively alleviate alcohol-induced gastric injury by accelerating hepatic ethanol metabolism, regulating oxidative stress and inflammatory responses in gastric tissues, and inhibiting pyroptosis. Finally, this delivery system is composed of biomaterials, conferring excellent safety. This delivery system provides new strategies for improving the stability of protein nanoparticles and ameliorating alcohol-induced gastric injury, respectively.