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dbt Labs dbt Analytics Engineering Certification Exam Sample Questions (Q98-Q103):

NEW QUESTION # 98
You've added detailed descriptions to your sources.yml file. Which of the following scenarios would still necessitate adding descriptions directly within your model files?

Answer: A,B,D

Explanation:
A: Model descriptions allow for tailored explanations on how a source table is specifically used within the context of the model. B: Maintaining historical context of changes directly within the model can be valuable for traceability. C: Differing model use cases can warrant distinct descriptions for the same source table.


NEW QUESTION # 99
You've meticulously added descriptions and tests to your dbt models. However, after running dbt docs generate, the tests don't appear in the generated documentation. Which of the following reasons are most likely?

Answer: A,C

Explanation:
A: Custom macros often need explicit configuration to be included in the generated documentation. C: The dbt_project.yml file controls which elements (models, tests, etc.) are included in the docs- You'll need to verify the relevant settings.


NEW QUESTION # 100
You debug a production issue by running a model in a testing environment with additional logging output. Which dbt features or command-line additions would facilitate this?

Answer: B,C,D

Explanation:
These provide control during execution:A changes model behavior. B makes execution more sensitive. C alters dbt's log handling.


NEW QUESTION # 101
After running dbt docs generate, you notice that your project documentation looks incomplete, and certain details seem to be missing. Which of the following actions could help you troubleshoot the issue?

Answer: A,B,D

Explanation:
A Missing descriptions for elements within your project will directly impact the completeness of the generated documentation. B: Residual -select flags from previous runs might limit the models that dbt processes for the documentation. C: dbt's standard structure assumes a 'models' directory for discovering models. Incorrect placement could interfere with the documentation generatiom


NEW QUESTION # 102
Your team sometimes defines raw data sources directly in dbt models using .yml files within the models directory. When might this approach be problematic?

Answer: D

Explanation:
Defining raw sources within models leads to duplication and potential maintenance issues when multiple models share that dependency. A separate sources.yml file is generally preferred for shared datasets.


NEW QUESTION # 103
......

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