Driven by the growing demand for next-generation displays, the evolution of advanced luminescent materials with exceptional photoelectric properties, such as quantum dots and phosphors are accelerating rapidly. Nevertheless, the primary challenge confronting the practical applications of these luminescent materials lie in meeting high durability requirements. This perspective delves into atomic layer deposition (ALD) developed for stabilizing luminescent materials, which is employed in the fabrication of flexible display devices through material modification, surface and interface engineering, encapsulation, cross-scale manufacturing, and simulations. To satisfy low-cost, high-efficiency, and high-reliability manufacturing requirements, equipments such as spatial ALD and fluidized ALD have been developed. The strategic approach establishes the groundwork for the development of ultra-stable luminescent materials, highly efficient LEDs, and thin-film packaging. This significantly enhances their potential applicability in LED illumination and backlight displays, marking a notable advancement in the display industry.