One of the significant shift of next-generation computing technologies will certainly be in the development of Big Data (BD) platforms. This trend results in a wide range of revolutionary and state-of-the-art enhancements within the data science. Apache Hadoop, the BD landmark, evolved as a widely deployed large-scale data operating system. In principle, Hadoop is designed to utilize clusters of commodity machines. Over the years, the model was ported to be compatible with different types of architecture and paradigms. Its new features include federation configuration to provide Hadoop with the maturity to serve different markets.