A series of Cu/CeO2 catalysts were prepared using CeO2 supports with distinct morphologies (rods, cubes, and polyhedra) to investigate their effect on the catalytic transfer hydrogenation (CTH) of furfural (FAL) to furfuryl alcohol (FOL). Morphology-dependent variations led to significant differences in the oxygen vacancy (OV) concentration, metal-support interaction (MSI), Cu oxidation states, and surface acidity. Among the catalysts, Cu/CeO2-P (polyhedron) exhibited the highest specific surface area, favorable exposure of Cu (111) and (200) facets, the highest OV density, and abundant Cu+ species stabilized via a Cu+-OV-Ce3+ interfacial structure. Strong MSI in this system facilitated electronic interactions and suppressed over-reduction of Cu+ to Cu0. Additionally, Cu/CeO2-P possessed the highest total acidity, including abundant weak and moderate acid sites, which synergistically enhanced the adsorption of carbonyl groups and β-H activation in isopropanol. These combined effects promoted efficient hydrogen transfer and selective C═O reduction. As a result, Cu/CeO2-P achieved the best catalytic performance, with 97.6% FAL conversion, 98.5% FOL selectivity, and 33.2 h-1 turnover frequency at 150 °C for 8 h. This study demonstrates how CeO2 morphology governs the electronic and catalytic properties of Cu/CeO2 catalysts, offering insights into the rational design of efficient, Cu-based catalysts for biomass valorization.