Abstract:Based on the geographic indication agricultural product—Dongshan Baisha Loquat(from Dongshan Town, Wuzhong District, Suzhou City, Jiangsu Province), this study explores the evolution logic, dilemmas, and pathways of the industrialization of specialty fruit under the context of rural revitalization. The research findings indicate that although this industry serves as a pillar of the regional economy, it faces multiple constraints: insufficient climate resilience leading to production fluctuations, land fragmentation and natural conditions hindering the realization of economies of scale, aging agricultural labor resulting in human capital disconnection, value chain shortening limiting the ability to capture added value, and regional brand homogenization weakening market differentiation advantages. The study constructs an integrated framework encompassing "technology—institution—human capital—industry—brand" and proposes systematic governance pathways aimed at enhancing the industry’s climate adaptability, optimizing land property rights allocation, cultivating compound agricultural talents,deepening the integration of primary, secondary, and tertiary industries to extend the value chain, and implementing differentiated branding strategies. These suggestions serve as theoretical references for the high-quality development of geographic indication agricultural products and the revitalization of rural industries.