The 2021 Data Engineer Roadmap

This roadmap aims to give a complete picture of the modern data engineering landscape and serve as a study guide for aspiring data engineers.

Note to beginners

Beginners shouldn’t feel overwhelmed by the vast number of tools and frameworks listed here. A typical data engineer would master a subset of these tools throughout several years depending on his/her company and career choices.