@sdw.online: Here's how to become a data engineer (from a Senior Data Engineer) You don't need a degree, certifications or every tool on the market. Learn these: 1. Python 2. SQL 3. Spark Then build one project that moves data from one place to another (e.g. a REST API to a database) and write up why you picked each tool