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Are you familiar with the 'Star' and 'Snowflake' data storage schemas?
sobes.tech AI
Answer from AI
Star Schema and Snowflake Schema are popular data organization models in data warehouses.
Star Schema:
- The central fact table contains numerical metrics.
- Surrounding it are dimension tables with attributes (e.g., time, product, customer).
- Dimension tables are denormalized, containing all necessary attributes without nested relationships.
- Simple structure, fast for queries, convenient for analytics.
Snowflake Schema:
- An extension of the star schema where dimension tables are normalized.
- Dimensions are split into additional tables to eliminate redundancy.
- More complex structure, requires more joins, but saves space and maintains data integrity.
The choice depends on performance requirements and data volume. The star schema is simpler and faster for analytical queries, while the snowflake schema is more optimal for storage and data maintenance.