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Star Schema vs Snowflake Schema: When to Use Each, with dbt and BI Tool Guidance

In one corner: “Star schema. Always. Denormalize everything. Kimball said so.”

In the other: “Snowflake schema is cleaner. More normalized. Your dimension tables won’t bloat. Third normal form is not a dirty word.”

The problem is that the “star vs. snowflake” debate happens eight months later, when the dashboards are already broken.