Big Data is broad term critical passion to apply health care service. Data play’s vital role in more fields as well as health care field. Patient current health condition known only progress for further better health care. In This paper present a medical data analysis, transfer, compute, store etc. actions by using big data platforms. Digital devices capture and generate different forms of data to produce different passion to processing area. For faster and deeper data tactics are need to perform on top of medical data sets. To reducing the time wastage and improving performance overall medical data processing strategy by using various tools storm, spark, and Hadoop etc. all-inclusive hybrid computation model. Theoretical evaluation model are to be designed shown in it. And Experimental prototype setup created a feasible environment for effective medical data processing. Finally, results compared by traditional data processing models analyze up to 30-40% efficiency shown proposed framework.