NAS-C01 Exam Dumps | You're developing a Snowflake Native Application that performs complex data transformations within the

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Question 154

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Question 154/161

You're developing a Snowflake Native Application that performs complex data transformations within the consumer's account. These transformations require substantial compute resources. You want to optimize resource utilization and minimize cost for your consumers.
Which strategies can you employ to achieve this goal? (Select TWO)

A. Force consumers to use the largest possible virtual warehouse size to ensure transformations complete quickly.

B. Implement dynamic scaling by programmatically adjusting the virtual warehouse size based on the workload using stored procedures and the function to cancel long running and inefficient tasks.

C. Utilize Snowflake's auto-suspend and auto-resume features for virtual warehouses to minimize compute costs when the application is idle.

D. Implement data skipping techniques to minimize the amount of data scanned during transformations. This involves clustering tables appropriately.

E. Do not use transactions for data transformation pipelines as transactions introduce overhead.

Correct Answer: C,D

Snowflake's auto-suspend and auto-resume features (C) automatically suspend the virtual warehouse when it's idle and resume it when needed, minimizing compute costs. Data skipping techniques (D), such as clustering tables, reduce the amount of data scanned, which directly impacts compute cost. Option A is incorrect because forcing consumers to use the largest warehouse is not cost- effective. Option B is not a standard feature and might not be efficient. Option E is incorrect as transactions ensure data integrity, which is usually a paramount requirement.

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