This research aimed to develop stable and efficient heterogeneous catalysts by designing and synthesizing UiO-68-Pd, a zirconium-based metal-organic framework that incorporates pre-fabricated palladium (Pd) nanoparticles within its highly porous structure. Using a solvothermal synthesis method, the resulting material achieved an exceptional specific surface area of 739.2 m²/g, with palladium content confirmed via ICP measurements at 0.75 × 10⁻³ mol/g. To thoroughly evaluate the material, an array of advanced analytical techniques was employed, including inductively coupled plasma (ICP) analysis, thermogravimetric analysis (TGA), scanning electron microscopy (SEM), energy-dispersive X-ray spectroscopy (EDX), powder X-ray diffraction (XRD), and Brunauer–Emmett–Teller (BET) surface area analysis. A pivotal innovation of this work lies in the immobilization of active Pd nanoparticles within the chemical matrix of UiO-68, effectively mitigating issues such as agglomeration and metal leaching. The catalytic potential of UiO-68-Pd was assessed for the synthesis of diaryl sulfide derivatives under mild reaction conditions. Exhibiting outstanding catalytic performance, the material achieved a maximum yield of 98% while demonstrating remarkable stability across repeated use. Even after four consecutive cycles, the catalyst maintained impressive efficiency with a yield retention of 96%. These attributes, including high catalytic activity, reusability, and operational stability under mild conditions, highlight UiO-68-Pd as a compelling candidate for long-term applications in organic synthesis.