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Although hydrogen is widely recognized as a clean energy carrier, the absence of an integrated and comparative framework limits its system\u2010level optimization. This review presents a critical assessment of hydrogen production technologies encompassing industrial processes, biomass, and electrochemical pathways. Conventional processes are analyzed across decarbonization strategies, while biomass\u2010derived electrochemical pathways are evaluated for feedstock flexibility and life\u2010cycle emission advantages. 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