Common challenges in measuring solar irradiance include cloud cover, dust and aerosols, terrain, snow, and other factors. Solcast considers over 30 weather parameters, including those that influence irradiance, and can lead to variations in the diffuse and direct components. Key metrics like direct normal irradiance (DNI), diffuse horizontal irradiance (DHI), and global horizontal irradiance (GHI) are also used for accurate measurement.