Since the first report on the unexpected ferroelectricity of fluorite-structure oxides in 2011, this topic has provided a pathway for new research directions and opportunities. Based on theoretical calculations and experimental demonstrations, it is now well known that fluorite-structure ferroelectrics are compatible with complementary metal-oxide-semiconductor technology and exhibit ferroelectric properties at extremely thin (<10 nm) thicknesses. It should be noted that the noncentrosymmetric orthorhombic phase, which is responsible for ferroelectric behavior, is formed even at low temperatures (400 C or less). Herein, the various factors such as doping effects, deposition method, annealing method and conditions, and substrate material are reviewed, focusing on thermal budget, especially the low-temperature annealing process for formation of the ferroelectric phase. These low-thermal-budget processes facilitate not only the integration of ferroelectric circuits in the back-end-of-line to increase the effective memory area and add more functionalities but also applications for flexible and wearable electronics.