Agritainment is a new form of rural industry in 21st century, and its spatial distribution difference affects the pattern of regional tourism development. Existing studies of agritainment were mainly based on traditional survey data and statistical data. With the development of online maps and big data analysis technology, point of interest (POI) data provides new big data support for the research on the spatial distribution of agritainment. Based on POI capture technology and multi-dimensional combination characteristics method, this paper classified the development model of agritainment in Beijing, and examined the spatial distribution characteristics agritainment and their influencing factors. Results show the spatial distribution patterns of agritainment can be classified as eight types, including resource-dominant, traffic-dominant, market-dominant, resource-traffic-dominant, resource-market-dominant, traffic-market-dominant, strongly comprehensive agritainment, and weakly comprehensive agritainment. Resource-dominant, resource-traffic-dominant, and weakly comprehensive agritainment were mainly distributed in ecological conservation areas. The traffic-dominant agritainment had obvious band-like characteristics. Market-dominant, resource-market-dominant, and traffic-market-dominant agritainment were mainly distributed in urban function expansion areas and new urban development areas. Strongly comprehensive agritainment were predominantly distributed in urban functional expansion areas. Socio-economic factors such as gross domestic production, per capita disposable income, and traffic accessibility had a greater impact on the spatial distribution of agritainment than environmental factors. Agritainment in ecological conservation areas were mainly resource-dominant, traffic-dominant, and weakly comprehensive agritainment, accounting for 89.89% of the enterprises. Therefore, it is suggested to development strategies for spatial transformation, industrial transformation, and management transformation from the perspective of all-for-one tourism, in order to provide scientific reference for the development of regional rural tourism.