Nanotechnology plays a pivotal role in enhancing oscillator performance by leveraging nanomaterials such as graphene, carbon nanotubes, and quantum dots. These materials offer properties like high electron mobility, tunable bandgaps, and low power consumption, which are essential for high frequency operations.