The composite catalyst with tuned micro-environments of core-shell components exhibits ultra-high yield of gasoline hydrocarbons. Long-chain olefins intermediates from K-ZnFe2O4 core catalyst mainly occur oligomerization and isomerization reaction to obtain isoparaffin-rich hydrocarbon products over K-ZSM-5 shell catalysts, achieving CO2 utilization upgrading.