Liquid chromatography and gas chromatography components with a conformal protective coating on internal surfaces thereof and methods for producing the same are provided. The conformal protective coating is formed via an atomic layer deposition (ALD) process. The components and methods of the present disclosure find use in providing protective coatings for liquid chromatography and gas chromatography components that are compatible with bioanalytical separations and sensitive trace analyses.