Independent researcher Sanjay Nakharu Prasad Kumar highlights how AI and cloud data engineering are redefining healthcare. Predictive analytics, advanced diagnostic imaging, and AI-driven clinical decision support boost accuracy and efficiency, while IoT-enabled monitoring enhances early detection. Yet challenges around bias, privacy, and workflow integration underscore the need for responsible, transparent adoption.