This study aims to introduce a semi-automatic classification workflow for the production of a land use/land cover (LULC) map of the island of Sardinia (Italy) following the CORINE legend schema. and a ground spatial resolution compatible with a scale of 1:25. 000. The classification is based on free high-resolution satellite imagery from Sentinel-1 and Sentinel-2 collected in 2020. https://jalyttlers.shop/product-category/measuring-cup/