Despite of fast advancements in the field of cloud computing, still security is one of the primary barriers to cloud computing adoption. Security as well as effective management of data center are also major concerns. Because virtualization is a basic technology for cloud computing, any cloud vulnerabilities and threats have an impact on virtualization. This paper proposes a secured data center design with cloud virtualization that offers user end protection. It also incorporates the load balancing feature, microservice with containerization and storage management with scalability. Moreover, this paper will also focus on managing the cloud data center effectively and eliminating inside and outside attacks by using zero trust security model. The proposed design ensures disaster recovery, data redundancy, and high availability of data. Access for the militarized and demilitarized zones are filtered to enhance the security of the data center. All the components used in the design of the data center are described elaborately. This design will overcome the current challenges that the industry is facing.