Dynamic random-access memory (DRAM) devices are essential volatile memory components in most digital devices. With the increasing demand for further low-power and high-density devices, the planar structure of DRAM devices encountered a "memory wall", ushering in an era of 3D DRAM architecture. InGaZnO-based thin-film transistors (IGZO TFTs) have a very low off current (<10 −22 A/μm), representing a solution for new channel materials for next-generation 3D DRAM devices. IGZO TFTs are back-end-of-line (BEOL)compatible, enabling them to move the DRAM peripheral circuitry under the memory array and integrate stacked DRAM cells. IGZO thin films have been widely studied for next-generation flat panel display applications. However, most studies have employed sputtering and solution-based systems, which hinder process compatibility in 3D DRAM devices with complex structures. Atomic layer deposition (ALD) is a viable alternative for solving these challenges. In this paper, we comprehensively review the reported Zn-, In-, Sn-, and Ga-based oxide semiconductors in terms of the ALD process (precursors, reactants, growth temperature, etc.), together with material properties such as purity, crystallinity, and electrical properties.