Amorphous metal oxides have emerged as a promising class of materials for advanced energy storage applications, owing to their unique structural characteristics including abundant defects/vacancies, highly permeable diffusion networks, and isotropic stress distribution. However, many studies have provided detailed descriptions and explanations of crystalline metal oxides, there is a lack of corresponding reviews on amorphous metal oxide materials, especially in terms of their applications in lithium-ion electrochemical energy storage and conversion. This comprehensive review systematically summarizes recent advancements in pseudocapacitive amorphous metal oxide anodes for high-performance lithium-ion batteries. We particularly highlight key mechanisms contributing to exceptional electrochemical performance from both theoretical and experimental perspectives: (1) excess pseudocapacitive lithium storage through more defect sites, (2) the evolution from conventional intercalation to surface-dominated pseudocapacitive charge storage, (3) enhanced interfacial lithium storage capacity, and (4) beneficial microstrain effects that improving structural stability and enhancing Li+ diffusion. Furthermore, we critically discuss the remaining challenges for practical implementation of these materials, while providing insightful perspectives on future research directions. This review aims to establish fundamental design principles for developing cost-effective, durable, and high-performance alkali metal batteries, offering valuable guidance for next-generation energy storage systems.