This dataset contains ASTER raw multispectral imagery and processed data used for lithological and compositional mapping of the Milleghama–Kulbayne volcanic region, North Wollo Zone. The workflow integrates band ratios, spectral indices, spectral analysis, and supervised classification to identify major lithological units. Results demonstrate the contribution of remote sensing to geological studies and institutional documentation.