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DAA-C01 · Question #74

DAA-C01 Question #74: Real Exam Question with Answer & Explanation

The correct answer is B: Enhances query performance and reduces storage requirements. Option B is correct because partitioning in Snowflake - through its automatic micro-partitioning and clustering mechanisms - allows the query engine to skip irrelevant partitions via partition pruning, dramatically reducing the amount of data scanned and thus speeding up queries.

Performance Optimization

Question

How do partitioning strategies impact query performance and data storage efficiency in Snowflake?

Options

  • APartitioning improves query planning only
  • BEnhances query performance and reduces storage requirements
  • CLimits data access for specific user roles
  • DReduces query performance and increases storage requirements

Explanation

Option B is correct because partitioning in Snowflake - through its automatic micro-partitioning and clustering mechanisms - allows the query engine to skip irrelevant partitions via partition pruning, dramatically reducing the amount of data scanned and thus speeding up queries. Columnar storage combined with micro-partitions also compresses data efficiently, reducing physical storage footprint.

Why the distractors are wrong:

  • A is too narrow - partitioning doesn't just aid query planning; it has a direct, measurable impact at execution time through data skipping.
  • C is a red herring - access control is handled by Snowflake's RBAC/privilege system, not by partitioning.
  • D is the opposite of reality - good partitioning improves performance and reduces storage via compression.

Memory tip: Think of micro-partitions like a well-organized filing cabinet. Instead of searching every drawer (full table scan), Snowflake reads the label on each drawer (partition metadata) and only opens the relevant ones - faster search, less wasted space.

Topics

#Partitioning#Query Performance#Storage Efficiency#Clustering

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