Star Schema and Snowflake Schema

The previous chapter covered denormalization as a general technique for improving read performance. Star schemas and snowflake schemas take that idea and give it structure. They are specific patterns for organizing data in analytical systems, where the goal is fast aggregation across millions of rows rather than safe, consistent writes.

Understanding these patterns matters for data engineering roles, analytics-heavy interviews, and any system design question that involves reporting or dashboards.