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dbt Labs dbt-Analytics-Engineering Exam Syllabus Topics:

dbt Labs dbt Analytics Engineering Certification Sample Questions:

Question 1

A user reports a critical security issue discovered in a third-party dbt package you use. Where could you most likely find updated information about potential vulnerabilities or fixes?

A. The locally generated dbt documentation for the installed packages.
B. Directly from the maintainer of the dbt package, often in a GitHub repository or similar
C. Within dbt Cloud's central package documentation and release notes.
D. The packages.yml file in your dbt project.

Question 2

A project stakeholder requests access to an intermediate stage of a dbt transformation pipeline to validate specific calculations.
You need to weigh this request carefully because:

A. Granting access to intermediate data may confuse stakeholders who are not familiar with the full transformation process-
B. Raw data, development data, and production data often have different levels of data quality, completeness, and timeliness.
C. Exposing intermediate results can lead to premature analysis based on incomplete data.
D. All of the above-

Question 3

You frequently need to implement custom SQL tests that are very similar but with slight variations in parameters. Which dbt feature could streamline this process?

A. dbt macros
B. The relationships test
C. dbt seeds
D. dbt snapshots

Question 4

You've configured your project to include both schema and data tests in the generated documentation. A user reports the tests are visible but don't show any execution results (pass/fail status). Why might this be happening?

A. Your data pipeline hasn't been executed recently, so there are no recent test results.
B. The documentation generator has a known limitation on how test results are displayed.
C. The project settings are explicitly configured to hide test results in the documentation.
D. The type of test you're using is not supported for displaying results in the documentation.

Question 5

You want to include a multi-paragraph description for a source. Which of the following approaches is the most suitable?

A. dbt documentation does not support multi-paragraph descriptions for sources.
B. Write a longer description directly within the YAML file, breaking it across multiple lines.
C. Utilize YAML's block scalar syntax (using l) to maintain formatting for multi-line descriptions.
D. Reference an external Markdown file within the source description.

Solutions: