Emulating synaptic functionalities in optoelectronic devices is significant in developing artificial visual‐perception systems and neuromorphic photonic computing. Persistent photoconductivity (PPC) in metal oxides provides a facile way to realize the optoelectronic synaptic devices, but the PPC performance is often limited due to the oxygen vacancy defects that release excess conduction electrons without external stimuli. Herein, a high‐performance optoelectronic synapse based on the stoichiometry‐controlled LaAlO3/SrTiO3 (LAO/STO) heterostructure is developed. By increasing La/Al ratio up to 1.057:1, the PPC is effectively enhanced but suppressed the background conductivity at the LAO/STO interface, achieving strong synaptic behaviors. The spectral noise analyses reveal that the synaptic behaviors are attributed to the cation‐related point defects and their charge compensation mechanism near the LAO/STO interface. The short‐term and long‐term plasticity is demonstrated, including the paired‐pulse facilitation, in the La‐rich LAO/STO device upon exposure to UV light pulses. As proof of concepts, two essential synaptic functionalities, the pulse‐number‐dependent plasticity and the self‐noise cancellation, are emulated using the 5 × 5 array of La‐rich LAO/STO synapses. Beyond the typical oxygen deficiency control, the results show how harnessing the cation stoichiometry can be used to design oxide heterostructures for advanced optoelectronic synapses and neuromorphic applications.