Understanding the logic of databases and storage systems is one of the most critical parts of mastering modern Data Engineer Interview Questions. Today’s data engineers are expected to think beyond simple SQL queries and understand how data is structured, stored, retrieved, and optimized at scale. From relational databases and normalization principles to indexing strategies, columnar storage, and distributed architectures, every design decision impacts performance, scalability, and business reliability.