Abstract: SDA (software defined approach) can offers many cloud computing applications at high level performance. The miniaturization of resource applications can be performed through SDA gives more reliability and scalability. In cloud computing many number of nodes and its data base communicated through entire network. In this context their may be a chance of miss utilization of records, therefore an advanced huge records miniaturization methodology is required. In this research work an advanced electronic medical records miniaturization and analysis tracking system is designed through software defined approach. The unstructured medical records are taken as input and query based real response health records as output. This research work is more useful for medical applications at the time of cloud data base utilization, at final comparing the experimental results with existed methods.