dbt-Analytics-Engineering practice test questions, answers, explanations

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dbt Labs dbt Analytics Engineering Certification Exam Sample Questions (Q323-Q328):

NEW QUESTION # 323
After adding several new models to your project, you want to execute only those models and their direct dependencies. Which command combination best achieves this?

Answer: B

Explanation:
The + syntax with dbt run allows you to specify models and their upstream dependencies. Dbt build encompasses run and test along with snapshot execution.


NEW QUESTION # 324
You define several sources. However, some are frequently updated, while others rarely change. How can you optimize your dbt run command to account for this difference?

Answer: C

Explanation:
Separating dbt run commands offers immediate control without using advanced features like schedules or deferring. The other options have merit in specific scenarios.


NEW QUESTION # 325
A non-technical user needs to access a specific table generated by your dbt project. Which of the following is the LEAST suitable option?

Answer: C

Explanation:
Providing direct database access to non-technical users carries risks. Options A, C, and D provide information without exposing the user to unnecessary complexity.


NEW QUESTION # 326
You want to configure dbt to prevent tests from running if one or more of their parent models is unselected.
Which test command should you execute?
Choose 1 option.

Answer: D

Explanation:
The correct answer is A: dbt test --select "orders" --indirect-selection=empty".
In dbt, the --indirect-selection flag controls how dbt handles indirectly related resources during selection, such as tests whose parent models may or may not be selected. By default, dbt may include related resources depending on the selection behavior.
indirect-selection=empty is the strictest form of selection. It means that dbt will not run tests whose parent models are not explicitly selected, even if the tests are indirectly related. This prevents executing tests on models that you did not intend to build or include in your workflow, ensuring test execution is tightly scoped.
Other options behave differently:
* Option B (no indirect-selection flag) uses dbt's default behavior, which does include related tests, meaning tests could run even when their parent models were not selected.
* Option C: buildable includes resources that can be built (e.g., when downstream dependencies require them).
* Option D: cautious runs tests if their parents are selected transitively through dependencies.
Therefore, to prevent tests from running when parent models are unselected, you must use --indirect- selection=empty, making A the correct choice.


NEW QUESTION # 327
You need to grant readonly access to the results of your dbt project to stakeholders outside your team. Considering security, which approach would be the MOST suitable?

Answer: C,D

Explanation:
A provides fine-grained control within the database. C uses the Bl tool for the access management layer. B is too broad in terms of access. D is manual and less secure.


NEW QUESTION # 328
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