Summary Hydrogen's critical role in climate commitments and energy security is underscored by a 95 Mt demand in 2022, projected at 115 Mt by 2030 with 38 Mt as low-emission ( IEA, 2023 ). 'White hydrogen,' sourced naturally, notably in 'fairy circles,' showcases high hydrogen concentrations ( Rigollet and Prinzhofer, 2022 ). A global multispectral study across Mali, Brazil, Australia, Russia, and the U.S. combines remote sensing and geoscientific data to identify distinctive features and correlations, revealing promising indicators for natural hydrogen. Principal Component Analysis (PCA) highlights unique attributes, occasionally influenced by water presence and topography. Thermal Infrared (TIR) responses, particularly in Brazil, reveal nuances in humidity correlation. Band ratios associate with ferric iron (Fe+3) and, to a lesser extent, Alunite-Kaolinite. Vegetation indices, including NDVI and MSI1, correlate primarily with agriculture and water bodies. Future investigations leveraging geophysical data and classification algorithms are vital for deeper insights and longitudinal analysis.