Agritourism is increasingly intersecting with digital technologies to foster rural resilience, economic growth, and sustainable development. This study conducts a comprehensive systematic bibliometric review to map the intellectual structure, thematic evolution, and collaborative networks characterizing the digitalization of agritourism from 2010 to 2025. Guided by the PRISMA framework, data from the Scopus database were analyzed using scientific mapping techniques, including keyword co-occurrence, thematic evolution tracking, and spatial collaboration analysis. The findings reveal a paradigm shift categorized into three evolutionary phases: an incubation period of basic web adoption (2011–2017), a disruptive phase catalyzed by the COVID-19 pandemic (2018–2022), and an exponential maturation phase driven by Industry 4.0 technologies such as Artificial Intelligence (AI), Big Data, and Virtual Reality (2023–2025). Four primary thematic clusters emerged: digital marketing and connectivity, smart tourism and advanced analytics, immersive technologies for heritage preservation, and macro-level sustainability policies. Geopolitically, research is driven by two distinct networks: an Asian-centric hub led by China focusing on state-sponsored smart villages, and a Western hub anchored by the USA and Italy emphasizing entrepreneurial diversification. The study concludes that digitalization has transitioned from a reactive survival mechanism to a proactive strategic necessity. It highlights the critical need to bridge the digital divide through human capital investment and provides a future research agenda focusing on the ethical application of AI, the circular economy, and the preservation of rural authenticity in emerging ’phygital’ environments.