Data visualization is a critical tool in healthcare for enhancing data comprehension, facilitating information extraction, and effectively communicating findings. This study aims to underscore the significance of data visualization in improving patient care, recognizing disease trends, and streamlining healthcare processes. Through the utilization of interactive dashboards, predictive models, and scoping reviews, healthcare professionals can access real-time data, support early intervention, and identify research gaps. While existing studies validate the effectiveness of data visualization in healthcare analysis and optimizing hospital performance, further research is necessary to fully grasp the impact of interactive visualization techniques on healthcare sectors and patient outcomes. The implications of this research are vital for advancing healthcare practices and enhancing overall patient well-being.