This dataset accompanies the manuscript A Class-Aware Trusted-Label Generation Framework for Urban Land-Cover Classification Across Diverse African Ecological Settings. It contains the trusted urban land-cover labels generated across 46 African cities, manual validation records, class confidence assignments, and supporting metadata used to evaluate the proposed framework. Sentinel-2 imagery was accessed through Google Earth Engine and is therefore not redistributed. High-resolution Google Satellite imagery used for manual interpretation is subject to third-party licensing and is not included.