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dbt-Analytics-Engineering Paper, dbt-Analytics-Engineering Latest Test Testking
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dbt Labs dbt Analytics Engineering Certification Exam Sample Questions (Q35-Q40):
NEW QUESTION # 35
You have a dbt model that performs complex aggregations. During development, you notice some models take excessively long to run, but they ultimately complete without errors. Which of the following might be true?
- A. These models likely have issues with joins or CTE structure impacting performance.
- B. Downstream models will inherit the performance issues.
- C. This behavior automatically triggers an optimization feature within dbt.
- D. The models are at risk of failing if the source data grows substantially.
Answer: A,D
Explanation:
A and B are likely true. Models without errors can still signify potential scaling issues and inefficient logic. C is not necessarily true. Downstream models won't inherit performance issues unless they directly rely on the output of these slow models. D is false. dbt has optimization features, but they often require manual configuration, not automatic triggering.
NEW QUESTION # 36
A model refactors a frequently used SQL calculation. Traditionally this logic was copied across multiple models. Which of the following is the LEAST likely benefit of refactoring this calculation into a macro?
- A. Improved readability of models
- B. Faster dbt job execution time
- C. Reduced error potential due to a single source of logic
- D. Simplified dependency tracking
Answer: B
Explanation:
While macros can sometimes marginally improve performance, their primary benefits are maintainability, readability, and clear dependency tracking.
NEW QUESTION # 37
Answer:
Explanation:
Explanation:
For models not stored under finance:
# reporter and bi
For models inside the finance folder:
# finance, reporter, bi, and public
In dbt, grants configured at the root level apply to all models unless overridden by a more specific folder- or model-level configuration.
The root-level grant is:
+grants:
+select: ['reporter', 'bi']
This means all models by default are selectable by:
* reporter
* bi
Now the finance folder contains its own override:
finance:
+grants:
+select: ['finance']
When dbt merges grants, overrides do not replace the entire list-they add onto inherited grants unless explicitly cleared. Therefore, models inside the finance folder inherit the parent grants and add the finance grant.
So models under finance are accessible to:
* finance
* reporter
* bi
* and public (implicit default in most warehouses unless denied)
Models not inside finance use only the root grants:
* reporter
* bi
Thus the correct dropdown answers are:
* reporter and bi
* finance, reporter, bi, and public
NEW QUESTION # 38
You're working in a highly collaborative environment. How could you manage contributions and updates to complex lineage macros to ensure maintainability and prevent conflicts?
- A. Limit the number of people authorized to make changes to sensitive lineage macros-
- B. Establish coding style guides and peer-review processes specifically for macros.
- C. Utilize a robust version control system (e.g., Git) for macro code.
- D. All of the above-
Answer: D
Explanation:
A Version control is essential for tracking changes and collaboratiom B: Style guides and reviews improve code quality and reduce errors. C: Controlled access can be important, while still allowing for collaboration through review processes.
NEW QUESTION # 39
You typically use dbt run to execute your project. However, you want to trigger a refresh of only models that depend on newly updated source dat a. How could you achieve this?
- A. Manually determine dependent models, then use dbt run -m
- B. Configure your sources with the freshness property and run dbt source freshness.
- C. Leverage dbt snapshots to identify changed sources and derive the dependent model list.
- D. Add dbt run to the post-hook of your upstream ETL process, so it triggers upon data arrival.
Answer: B,C
Explanation:
B automates discovery of what's stale. D uses snapshots for the same purpose. A is tedious, C runs all models, not selectively
NEW QUESTION # 40
......
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