Currently, Fe-based catalysts are a highly promising option for CO 2 hydrogenation to produce hydrocarbon products, including light olefins, but understanding the behaviors of catalytically active Fe-containing phases and supports is key to regulating the catalytic performance. Here, we synthesized different metal oxide (i.e., TiO 2 , ZrO 2 , Al 2 O 3 , and CeO 2 )-supported Fe catalysts for CO 2 hydrogenation to produce hydrocarbons through varying metal−support interactions in catalyst precursors. It was demonstrated that Fe/ZrO 2 and Fe/Al 2 O 3 catalysts exhibited superior catalytic activity and selectivity of light olefins compared to other supported Fe catalysts. Combining multiple structural characterizations with catalytic experimental results, it was revealed that for the Fe/ZrO 2 catalyst, appropriately strong Fe−support interactions facilitated the generation of a large amount of defective FeO x component and a certain amount of iron carbides, thus constructing a favorable synergistic catalysis to benefit activated adsorption of CO 2 and H 2 and CO intermediate dissociation and thus promote the generation of light olefins. The findings highlight the pivotal role of metal−support interactions in precisely tuning the overall catalytic behavior of Fe-based catalysts and offer deep insights into the synergistic effect of catalytically active surface species on catalysts for CO 2 hydrogenation.