Hybrid nanocatalysts are advanced materials that combine multiple components at the nanoscale to enhance catalytic performance. These materials leverage the unique properties of nanomaterials such as increased surface area, quantum effects, and tunable physical and chemical characteristics. By integrating different types of nanomaterials, hybrid nanocatalysts offer synergistic effects that improve catalytic efficiency, selectivity, and stability.