Catalytic dry reforming of methane (DRM) offers a sustainable route for converting greenhouse gases (CH4 and CO2) into syngas, yet suffers from rapid catalyst deactivation due to coke formation. Here, we report a rational approach to control Ni nanostructure and interface properties by tuning the reduction temperature of Ni-substituted La2Ti2O7 perovskite catalysts. Catalysts reduced at 800 degrees C formed ultrasmall, fully exposed Ni nanoclusters with a Ni-Ni coordination number of similar to 3. These clusters were strongly anchored to oxygen-deficient perovskite surfaces, enabling efficient CH4 activation while suppressing carbon accumulation. In contrast, high-temperature (900 degrees C) reduction induced Ni sintering, loss of surface reactivity, and increased coke formation, whereas low-temperature (600 and 700 degrees C)-reduced catalysts exhibited negligible activity. Mechanistic studies using CO adsorption FT-IR, CO2-TPD, in situ DRIFTS, and XPS revealed that DRM over the highly active catalyst proceeds via a cooperative mechanism, in which CH4 activation occurs at Ni sites while CO2 is primarily activated on the La2Ti2O7 support.