Data analytics possess challenges in various scenarios, designing a system is one of them. This paper provides an insightful preview of the challenges and possible outcome one needs to consider. The High-Performance Computing system for analysis of complex computer-intensive data needs to be focused on architecture design, network hardware, clustering, I/O systems, Metadata, cost and how this analysis can be used in Machine Learning and Big Data analytics techniques.