Nowadays a significant part of the cloud applications process large amount of data to provide the desired analytics, simulation and other results. Cloud infrastructures are becoming an appropriate and widely used solution to address the computation need of many scientific and commercial Big Data applications. In this paper, we present a solution of an automatic Hadoop infrastructure deployment on cloud with the Occopus cloud orchestrator. This solution provides an easy-to-use, portable, scalable, automatic deployment of Hadoop particularly for non-commercial clouds in order to avoid vendor locking issues, i.e. there is no dependency on any provider prepared virtual machine image, etc.