Skin tumor detection is critical for global health. Web of Things, Cloud Computing, machine learning, and deep learning techniques enhance medical diagnostics. This study uses a clustering approach for image preprocessing and high-quality extraction, enabling accurate detection of infected regions. The proposed framework improves medical care industry performance and facilitates secure cloud data storage. © 2022 Elsevier B.V., All rights reserved.