With the deepening of the rural revitalization strategy, the role of vocational education in rural industrial revitalization is becoming increasingly prominent. The functions of vocational education are highly compatible with the needs of rural revitalization, and there is great potential for vocational education to empower rural revitalization. This article takes Guangzhou Railway Polytechnic as an example to analyze its practical measures in talent revitalization, industry assistance, cultural and educational support, etc. It empowers rural revitalization through five key actions: party building leading action, education assistance action, technology assistance action, talent revitalization action, and cultural infiltration action, providing valuable experience and models for vocational education to empower rural industrial revitalization.