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Unlike traditional approaches that rely on compositional changes or surface engineering, spin modulation enables precise control over intermediate adsorption and energy barriers without altering the catalyst's chemical structure. A central concept is spin barrier synergy, where spin polarization lowers activation energies in rate\u2010determining steps, offering broad benefits across catalytic systems. This review outlines the fundamental mechanisms underpinning spin catalysis, including spin polarization, spin\u2010orbit coupling, and exchange interactions. This study summarizes recent advances in controlling spin states through external fields and chemical methods such as doping, defect engineering, coordination tuning, and chiral modification. These strategies are discussed in the context of enhancing catalytic activity, selectivity, and stability. This study also examines key challenges, including maintaining spin coherence under realistic conditions, improving in\u2009situ spin\u2010state detection, and scaling spin regulated systems for practical deployment. Finally, it highlights the potential of quantum computing and machine learning in accelerating spin catalyst design and performance prediction. 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