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1

For a finance reporting workspace, a sales analyst needs to summarize revenue by region from a governed table. Which SQL construct best supports reusable logic without copying the query into every report?

A. Create a view containing the aggregation B. Export the table to a local spreadsheet C. Grant every analyst ownership of the source table D. Duplicate the source table for each dashboard

2

When reviewing access and query behavior, a report must show only records from the last 30 days. Which approach is most reliable?

A. Use a date predicate based on the intended reporting date B. Filter by row position C. Use a random sample D. Sort alphabetically by customer

3

In a production Databricks SQL workflow, a dashboard has too many unrelated charts and users struggle to find the key metric. What is the best improvement?

A. Group related visuals and prioritize the decision-driving metrics B. Add every available column as a chart C. Remove all labels and titles D. Use a separate dashboard for each individual number

4

For a monthly operations report, a business user asks natural-language questions about curated analytics data. Which Databricks feature is intended for conversational analytics?

A. AI/BI Genie space B. A cluster init script C. A storage credential D. A table constraint

5

For a customer insights dashboard, a data owner wants to understand who queried a table and when. Which evidence should they inspect?

A. Available audit logs and query history B. Chart font settings C. The table's display color D. A user's desktop wallpaper

6

For a finance reporting workspace, a team wants to make a SQL query available to several analysts while keeping the underlying table unchanged. What should it use?

A. A saved query or view, depending on reuse needs B. A table drop operation C. An account-level administrator role for all analysts D. A CSV screenshot

7

When reviewing access and query behavior, an analyst should read a shared dataset but must not modify its contents. Which access approach follows least privilege?

A. Grant the minimum required read privileges B. Grant ownership on the catalog C. Grant all privileges at the metastore level D. Make the analyst an account administrator

8

In a production Databricks SQL workflow, a dashboard has too many unrelated charts and users struggle to find the key metric. What is the best improvement?

A. Group related visuals and prioritize the decision-driving metrics B. Add every available column as a chart C. Remove all labels and titles D. Use a separate dashboard for each individual number

9

For a monthly operations report, an analyst wants to compare current-period revenue with the previous period. What is important before writing the comparison?

A. Define period boundaries and ensure comparable date ranges B. Randomize the source rows C. Remove the date column D. Change the data type of revenue to text

10

For a customer insights dashboard, a query uses COUNT(*) after a LEFT JOIN and the analyst wants to count only matching rows from the right-hand table. What should they consider?

A. Count a non-nullable right-side key instead B. Replace LEFT JOIN with CROSS JOIN C. Remove the join condition D. Sort the result before counting

Databricks Certified Data Analyst Associate

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Course Questions

For a finance reporting workspace, a sales analyst needs to summarize revenue by region from a governed table. Which SQL construct best supports reusable logic without copying the query into every report?

When reviewing access and query behavior, a report must show only records from the last 30 days. Which approach is most reliable?

In a production Databricks SQL workflow, a dashboard has too many unrelated charts and users struggle to find the key metric. What is the best improvement?

For a monthly operations report, a business user asks natural-language questions about curated analytics data. Which Databricks feature is intended for conversational analytics?

For a customer insights dashboard, a data owner wants to understand who queried a table and when. Which evidence should they inspect?

For a finance reporting workspace, a team wants to make a SQL query available to several analysts while keeping the underlying table unchanged. What should it use?

When reviewing access and query behavior, an analyst should read a shared dataset but must not modify its contents. Which access approach follows least privilege?

In a production Databricks SQL workflow, a dashboard has too many unrelated charts and users struggle to find the key metric. What is the best improvement?

For a monthly operations report, an analyst wants to compare current-period revenue with the previous period. What is important before writing the comparison?

For a customer insights dashboard, a query uses COUNT(*) after a LEFT JOIN and the analyst wants to count only matching rows from the right-hand table. What should they consider?

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