The convergence of Big Data analytics and Internet of Things (IoT) technologies has revolutionized modern healthcare systems, fundamentally transforming patient care and clinical decision-making processes. This research examines the intricate relationship between data classification methodologies and IoT applications in healthcare settings, exploring their impact on patient outcomes and healthcare delivery systems. Through analysis of current implementation strategies and emerging technologies, this paper presents a comprehensive overview of the challenges and opportunities in this rapidly evolving field.