Typical Meteorological Years (TMYs) are synthetic annual datasets constructed from long-term observations to represent the characteristic climatic conditions of a location. Rather than reproducing extreme events, a TMY captures the typical variability of key meteorological parameters and is widely used in energy system modeling, building performance simulations, and climate-responsive design. Although TMYs have been developed for many regions worldwide, no comprehensive effort has been made for Saudi Arabia, despite its rapidly growing interest in solar energy. In this study, we present the first derivation of TMYs for thirty sites across the country. Hourly observations of global, direct, and diffuse horizontal irradiance, air temperature, relative humidity, and mean and maximum wind speed were quality-controlled and processed. The modified Sandia National Laboratories method, based on the Finkelstein–Schafer (FS) statistical procedure, was applied to select representative months and assemble each TMY. Graphical diagnostics and statistical indicators were used to evaluate the agreement between the generated TMYs and long-term climatological averages. The results demosntrated that the constructed TMYs successfully reproduce the typical meteorological behavior at all sites, providing reliable input data for solar-energy assessments and other climate-sensitive applications in Saudi Arabia.