Free Access Snowflake.DAA-C01.v2025-12-20.q172 Practice Test (Page 10)

Question 41

What role do system functions play in data manipulation within Snowflake?

A.They solely work on numeric data.

B.They modify database structures.

C.System functions manage query execution plans.

D.System functions perform administrative tasks.

Question 42

When manipulating data in Snowflake, what distinguishes aggregate functions from analytic functions?

A.Aggregate functions handle distinct value sets only

B.Aggregate functions work on entire datasets

C.Analytic functions operate on individual rows within a partition

D.Analytic functions return single calculated values

Question 43

When performing a diagnostic analysis, what action aids in identifying demographics and relationships? (Select all that apply)

A.Ignoring data relationships for focused analysis

B.Focusing solely on isolated data points

C.Analyzing statistical trends

D.Collecting related data

Question 44

You are tasked with creating a dashboard to monitor the performance of several marketing campaigns. The dashboard should allow users to quickly identify underperforming campaigns and drill down to understand the reasons. Which of the following combinations of visualizations and data interaction techniques would BEST achieve this goal? Assume that you are using Snowflake as your data source and connecting to a BI tool.

A.A table showing the campaign name, total cost, and total revenue, sorted by revenue in descending order. No drill-down capabilities are included.

B.Abar chart comparing the revenue generated by each campaign, with a filter to select a specific date range. Implement cross-filtering such that selecting a bar filters other charts on the dashboard (e.g., demographic distribution, geographic distribution) to show data related to that campaign.

C.Apie chart showing the percentage of total revenue generated by each campaign.

D.A scatter plot showing campaign cost vs. revenue, without any filters or drill-down capabilities.

E.A bullet chart comparing actual revenue to target revenue for each campaign, sorted by the difference between actual and target. Implement drill-down capabilities to view campaign-specific metrics (e.g., cost per acquisition, conversion rate) and associated customer data.

Question 45

In performing data discovery to identify necessary elements from available datasets, what role do metadata play in this process?

A.Metadata impacts data transformation processes.

B.Metadata has no role in data discovery.

C.Metadata provides insights into data structure only.

D.Metadata helps in data lineage understanding.

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