Abstract:The urban-rural digital literacy gap has become a major obstacle constraining the construction of digital villages. Enhancing farmers' digital literacy is an urgent requirement for realizing the national strategies of rural revitalization and digital villages. This paper employs a questionnaire survey method to analyze the practical dilemmas in farmers' digital literacy. The study identifies the following challenges: uneven access to digital infrastructure hardware, insufficient network service coverage, a discernible split in digital application skills characterized by "proficiency in consumption domains but weakness in production domains", and insufficient participation of farmers in rural governance. This paper proposes a multi-stakeholder collaborative governance system to enhance farmers' digital literacy. This system involves innovation in government digital inclusion policies, agefriendly and inclusive technologies and service innovations by tech enterprises, and a hierarchical digital literacy and skills training system developed by adult education institutions.