DAA-C01 Exam Dumps | You are responsible for maintaining a dashboard that visualizes sales data'. The dashboard relies on

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Question 14/151

You are responsible for maintaining a dashboard that visualizes sales data'. The dashboard relies on a Snowflake view named 'SALES SUMMARY. Users have reported slow refresh times, especially when filtering by date. The 'SALES SUMMARY view is defined as follows:

Which of the following actions could significantly improve the dashboard's performance when filtering by date, assuming 'SALES_TRANSACTIONS' table is large?

A. Create a materialized view on top of

B. Create a search optimization policy on the DATE column of the SALES_TRANSACTIONS table.

C. Add a 'ORDER BY DATE clause to the 'SALES SUMMARY' view definition.

D. Partition the 'SALES_TRANSACTIONS' table by the DATE column.

E. create a clustering key on the DATE column in the 'SALES_TRANSACTIONS' table.

Correct Answer: E

Clustering the 'SALES_TRANSACTIONS table by the DATE column is the most effective solution. Snowflake uses micro- partitioning, and clustering helps to logically group similar data together within micro-partitions. When filtering by DATE, Snowflake can then efficiently prune micro-partitions that do not contain relevant data, significantly reducing the amount of data scanned. Materialized views (A) can help but need to be maintained and add complexity. Search optimization on DATE can help but it's not the intended use case, as DATE is a range based column (B). Ordering the results (C) doesn't affect query performance significantly. Partitioning is not directly supported in Snowflake. Clustering is the correct approach.

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