The integration of Big Data analytics and the Internet of Things (IoT) in healthcare has revolutionized patient care, data management, and operational efficiency. This paper presents a comprehensive review of Big Data classification techniques and their role in healthcare IoT applications. We examine the various methodologies, challenges, and the impact of Big Data and IoT on healthcare systems. This review also explores security, privacy issues, and future trends, providing a foundation for researchers and practitioners in healthcare technology.