The objective of this study is to investigate the effect of long-term artificial thermal aging on hardness variation in dissimilar metal welds (DMWs) used in nuclear power plant components. Such DMWs are widely applied to the joints between reactor pressure vessel (RPV) nozzles and piping systems and are typically composed of a combination of ferritic low-alloy steels and austenitic stainless steels. To simulate the material degradation behavior that may occur during long-term operation of nuclear power plants, artificial thermal aging tests were conducted. The specimens were aged in an electric furnace at 600℃ for up to 10,000 h, and the tests were interrupted at several aging intervals to analyze the evolution of material properties with aging time. It is well known that variations in mechanical properties, such as hardness, are closely associated with microstructural evolution and degradation occurring during prolonged exposure to high-temperature environments. In the present study, it was observed that the hardness distribution varied significantly depending on the location within the dissimilar metal weld, including the base metal, heat-affected zone (HAZ), and weld metal. In particular, the observed hardness variations were found to be strongly correlated with microstructural factors such as twinning, grain evolution, precipitation behavior, phase transformation, and residual stress. Therefore, this study systematically investigates the microstructural evolution occurring during long-term thermal aging and elucidates the mechanisms responsible for hardness variation. The findings of this work provide fundamental insights for the long-term reliability assessment of dissimilar metal welds in nuclear power plant components.