For improving the oil recovery performance, Ag‐TiO2 nanoparticles (NP) were added to the eco‐friendly sugar‐based anionic nonionic surfactant (GDA) solution, and the mixtures acted as the oil displacement agent. The synthesized GDA and Ag‐TiO2 were characterized using Fourier transform infrared spectrometry (FT‐IR), 1H nuclear magnetic resonance (1H NMR), and X‐ray diffraction (XRD). Changes in the zeta potential and transmission electron microscope (TEM) images of the mixtures confirmed their synergistic effects on the suspension stability. The relationships between surface tension, interfacial tension (IFT), three‐phase contact angle, and emulsion and oil recovery efficiency were comprehensively investigated, both before and after Ag‐TiO2 NP addition. We concluded that the Ag‐TiO2/GDA mixtures could effectively alter the contact angle, decrease IFT, and form stable emulsions, thereby resulting in the enhancement of oil recovery. The core flooding conducted with the stabilized NP‐surfactant (Ag‐TiO2 and GDA) fluid showed a marked improvement in oil recovery over 18%. This study provides additional options for using the synergistic effect of NP and surfactants for enhanced oil recovery.