dbt - Advanced PatternsWhat is the main purpose of implementing Slowly Changing Dimension (SCD) Type 2 in a data warehouse?ATo keep full history of changes by adding new rows for each changeBTo overwrite old data with new data without keeping historyCTo delete old records when data changesDTo aggregate data for faster queriesCheck Answer
Step-by-Step SolutionSolution:Step 1: Understand SCD Type 2 conceptSCD Type 2 tracks changes by adding new rows instead of overwriting existing data.Step 2: Compare options with conceptOnly To keep full history of changes by adding new rows for each change describes adding new rows to keep full history, which matches SCD Type 2.Final Answer:To keep full history of changes by adding new rows for each change -> Option AQuick Check:SCD Type 2 = Add new rows for history [OK]Quick Trick: Remember: SCD Type 2 adds rows, not overwrites [OK]Common Mistakes:MISTAKESConfusing SCD Type 2 with Type 1 which overwrites dataThinking SCD deletes old recordsAssuming SCD aggregates data
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More dbt Quizzes Advanced Patterns - Semi-structured data handling (JSON) - Quiz 10hard Advanced Patterns - Metric definitions and semantic layer - Quiz 15hard Advanced Patterns - Metric definitions and semantic layer - Quiz 2easy Advanced Patterns - Why advanced patterns solve complex analytics - Quiz 14medium Governance and Collaboration - Why governance ensures data trust - Quiz 11easy Governance and Collaboration - Group-based ownership - Quiz 3easy Governance and Collaboration - Model contracts and access controls - Quiz 2easy Performance Optimization - Warehouse-specific optimizations - Quiz 7medium Performance Optimization - Clustering and partitioning - Quiz 11easy Performance Optimization - Warehouse-specific optimizations - Quiz 12easy