Examining the complex interplay between cloud computing applications and digital health, the main goal is to mitigate privacy and safety-related issues. Delving into the three service models in cloud computing, the analysis includes their correlation with and impact on digital health services, while also scrutinizing potential threats faced by cloud-enabled digital health systems and proposing methods to ensure robust security and confidentiality. In addition, a thorough examination of how cloud computing applications are incorporated into the digital health environment is done. Real-world implementations are examined to shed light on the transformative potential of these applications, emphasizing both their benefits and potential pitfalls. The discussed applications, such as telemedicine and teleconsultation, medical imaging, hospital management, clinical information systems, use of smart devices for medical services, and the IoMT (Internet of Medical Things), exemplify the tangible impact of this integration.