Advances in design concept of oxide-zeolite (OX-ZEO) bifunctional tandem catalysts have demonstrated its potential for highly enhanced selectivity and yield in CO2 conversion by assigning CO2 activation and C-C coupling to specific oxide and zeolite, respectively. However, the crystalline structural effects of oxides have not been thoroughly investigated. Here, ZnO/ZrO2 with different ZrO2 crystalline phases modulated by Li doping has been used as an oxide catalyst to combine with SAPO-34 as a bifunctional composite catalyst for CO2 hydrogenation to light olefins. With the transformation of the support ZrO2 crystalline phase from tetragonal phase to mixed crystalline phase in the catalyst, the CO2 conversion and yield of target product light olefins were significantly improved. The best-performing ZnO/5Li-ZrO2 catalyst exhibited a CO2 conversion of 28.56%, light olefins selectivity of 82.00% with a yield of 8.77% along with good stability under the reaction conditions of 380 °C, 3 MPa, and 6000 mL/g/h. The characterization results by XRD, Raman, HRTEM, XPS and CO2-TPD confirmed that the highly enhanced catalytic performance was attributed to the strong interaction between the mixed crystal phase 5Li-ZrO2 and ZnO, which generated a large number of oxygen vacancies for CO2 activation. The results indicate that controlling the crystal phase of the oxide support is of prime importance in designing more active and selective oxide-zeolite bifunctional catalysts for high-efficiency CO2 to light olefins conversion.