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dbt Labs dbt Analytics Engineering Certification Exam Sample Questions (Q93-Q98):

NEW QUESTION # 93
You discover a flaw in a data cleaning process applied early in your raw data transformation. What implications does this have for the rest of your dbt pipeline and the distinction between production vs. development?

Answer: D

Explanation:
A: Errors in early stages propagate downstream, affecting both environments. B: Fixing the flaw requires reprocessing potentially significant amounts of data. C: Thorough testing at each step is crucial for preventing data quality Issues.


NEW QUESTION # 94
(Multiple Select)

Answer: C,D

Explanation:
SELECT * can lead to performance issues and unexpected results. Correlated subqueries often have better-performing joins equivalents. Macros and window functions are good practices.


NEW QUESTION # 95
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 # 96
(Multiple Select)

Answer: B,C

Explanation:
Reporting needs and data freshness requirements directly shape model design. Consistency (D) is important, but secondary to functional requirements- The number of active users is more relevant to database sizing


NEW QUESTION # 97
You encounter a runtime error: "Column 'order_date' not found in the target relation". You examine your model and see:SQL

Answer: C

Explanation:
Start with the basics! This error typically indicates a schema mismatch between your assumption and the actual data structure.


NEW QUESTION # 98
......

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