In heavy oil recovery, calcium aluminate cement (CAC) is in the working environment of "low-temperature hardening and ultrahigh temperature service." However, the formation of C3AH6 under low temperatures results in a decrease in strength and reduce the cementing quality. In this study, titanium extraction slag (TES) was used to inhibit CAC strength deterioration. TES, characterized by a high Ti content, presents challenges in terms of utilization and poses significant ecological risks owing to its large accumulation. Cementite hydration with 0%, 20%, 30%, and 40% TES relative to CAC was examined at 30 degrees C for 28 d. The high C3AH6 content of the pure CAC increased the strength deterioration, pore size, and cementite carbonation. With 20% TES, a dilution effect was observed without strength improvement. Furthermore, 30% TES generated layered double hydroxides and converted C-S-H into C-A-S-H, thereby increasing compressive strength. By-products were generated with 40% TES, which inhibited the strength development while generating C-A-S-H to maintain the compressive strength. Therefore, TES can inhibit the strength decline of CAC, and the byproducts of the LDH structure can improve corrosion resistance.