The dissertation examines the design of two distinct metal-based Surface-Enhanced Raman Scattering (SERS) platforms engineered for highly stable, trace-level molecular detection: a nickel-core encapsulated architecture for ultraviolet (UV) response, and a graphene-overlayered silver array for visible spectrum plasmonic response. For the metal-encapsulated graphene shell architecture, the research established a novel multi-spectroscopic framework, integrating Raman, UV-Vis-nIR, and transient absorption spectroscopy (TAS), to accurately assess the structural quality of the disordered shells. By utilizing these advanced hybrid designs, the study demonstrated that novel nickel-encapsulated graphitic shells can preserve the plasmonic activity of a highly reactive metallic core for over two years, successfully enabling the resonant detection of biomolecules like adenine in the ultraviolet range at 325 nm.