As part of Saudi Arabia's Vision 2030 and under the guidance of the Royal Commission for AlUla (RCU), efforts are underway to establish AlUla Manara as the Kingdom's first major astronomical observatory. We present a preliminary assessment of the site based on European Centre for Medium-Range Weather Forecasts Fifth Generation Reanalysis data to evaluate its suitability for hosting a 4-m-class optical-infrared (IR) telescope. AlUla Manara is located on a remote plateau 74 km north of the historical town of AlUla and was recently designated as an International Dark Sky Park. The analysis focuses on key astro-meteorological parameters such as seeing, temperature regimes, wind patterns, cloud cover, and precipitable water vapor (PWV). Results show a median nighttime seeing of 1.5 arcsec, a median cold season PWV of 3.2 mm, and over 79% of nighttime hours with clear sky conditions. Wind regimes are generally mild, posing no constraints on infrastructure. The analysis includes three further sites in the Kingdom, namely, Volcanic Top, Ward Mountain, and Dubba Mountain. These sites exhibit better turbulence conditions but are located outside RCU jurisdiction. Nevertheless, AlUla Manara remains a competitive candidate thanks to its alignment with broader regional development goals. To validate these preliminary results, a dedicated astronomical site monitor has been deployed on site to support the design and operational planning of the observatory.