The construction of an interface has been demonstrated as one of the most insightful strategies for designing efficient catalysts toward electrochemical CO 2 reduction (CO 2 RR). However, the weak interfacial interaction and inherent instability inevitably hinder a further performance enhancement in CO 2 RR attributable to the interface effect. Herein, 2 nm Ag nanoclusters (Ag NCs) are embedded onto CeO 2 nanospheres (CeO 2 NSs) with highly interconnected porosity (Ag NCs@CeO 2 NSs) to exclusively study the pure interface effect toward CO 2 RR. The enhanced Ag–CeO 2 pure interface endows Ag NCs@CeO 2 NSs with a remarkably larger current density, significantly higher Faraday efficiency (FE), and energy efficiency as compared to Ag NCs, CeO 2 NSs, and the one with Ag NCs dispersed on CeO 2 nanoparticles. More importantly, an impressively high CO FE of over 70.0% is achieved at an ultralow overpotential ( η ) of 146 mV. The free energy and differential charge calculations, coupled with X‐ray photoelectron spectroscopy results jointly imply that the effective initiation of CO 2 RR to CO at a lower η over Ag NCs@CeO 2 NSs derives from the enhanced interface‐induced charge delocalization, which enhances the electron transfer ability toward *COOH intermediate, thus overcoming the energy barrier demanded for the rate‐determining step.