Liquid-liquid interfaces in principle have the potential to regulate the selectivity of chemical reactions because of large polar gradients and highly anisotropic microenvironments, but have not yet been well exploited. Here, we present an oil-water interface-based strategy to boost catalytic selectivity, exempli ed by selective hydrogenation of α,β-unsaturated aldehydes. The key to this success is the spatially controlled assembly of tubular catalyst particles at the narrow inner interfacial layer of Pickering emulsion water droplets in oil. The catalyst particles that are assembled at the inner interfacial layer of water droplets exhibit much higher selectivity to C=O hydrogenation than ones located either at the outer interfacial layer, in the interior of droplets or at the conventionally-called Pickering emulsion interface. 92.0−98.0% selectivity to the thermodynamically and kinetically unfavorable C=O hydrogenation over the C=C hydrogenation was achieved unexpectedly. The assembly strategy reported here and the unprecedented effects of interface-induced catalytic selectivity enhancement open up a liquid-liquid interface engineering route to tune reaction outcome.