With the rapid increase in data and its complexity of configuration and deployment bring a new challenge to the research community. In this scenario, automatic Hadoop cluster deployment and management tool provide a new horizon which plays a vital role in resource and packet management in distributed environment. This paper describes a low-cost Automatic Hadoop Cluster Deployment and Management tool supported with a Web Application. The application is capable of detecting machines in the network as well as setting up the cluster with the results being provided to the user on a Web Interface from where the user could manage the entire cluster intuitively to gain a better user experience. The web application helps the user to control the management of the cluster along with access of the remote systems whenever necessary.