We see the data engineering as the most critical part of the data science and datawarehousing. Data engineering is the magic collecting and adopting the mass data which are logs, social media data, scanned files, text, csv, json, xml, html and so on. Data engineering covers a wide range of competencies from batch data workloads to real time data processing.