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dbt Labs dbt Analytics Engineering Certification Exam Sample Questions (Q44-Q49):

NEW QUESTION # 44
You discover that dbt models run significantly slower in your production environment than in development. What potential causes should you investigate?

Answer: A,B,C

Explanation:
Each of these directly affects performance and could differ significantly between environments. C is relevant, but less likely the sole cause if development is performant.


NEW QUESTION # 45
(Multiple Select)

Answer: C,F,H

Explanation:
The manifest.json file, generated by dbt compile, contains comprehensive metadata about your project, including a detailed breakdown of model dependencies.


NEW QUESTION # 46
During a code review, a collaborator suggests modifying a small portion of code you had already committed to your feature branch. What's the most efficient way to address this without creating a completely new commit?

Answer: C

Explanation:
Git commit -amend allows seamless modification of your most recent commit, preserving a clean commit history.


NEW QUESTION # 47
You frequently need to debug model failures mid-DAG during development. Which of the following dbt features would be MOST helpful in this scenario?

Answer: A

Explanation:
--fail-fast instructs dbt to stop processing as soon as a model fails, making it great for debugging a chain without processing everything every time.


NEW QUESTION # 48
You're setting up a new dbt project and want to customize the naming of compiled objects in the data warehouse. Which section of the dbt_project.yml file is the most relevant?

Answer: B

Explanation:
The models: section, particularly the nested configurations within it, is where you control the naming of materialized models in your database.


NEW QUESTION # 49
......

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