dbt Labs Analytics Engineers dbt-Analytics-Engineering

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dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. Your data warehouse is undergoing a migration to a different vendor (e.g., Snowflake to BigQuery). Which category of tools might play a critical role in ensuring a smooth transition of your dbt project?

A) Data virtualization tools
B) dbt adapters
C) SQL dialect translation tools
D) Cloud infrastructure management tools

2. You try updating a column description using its corresponding YAML file. After regenerating the docs, the update doesn't appear. Which of the following might be the cause?

A) Your browser is aggressively caching the documentation site.
B) The column description might need additional configuration with a test for it to render in the docs.
C) There could be a syntax error within the updated description that dbt is silently ignoring.
D) Changes in column descriptions only update the database schema, not the project documentation.

3. (Multiple Select)

A) A critical upstream data source has been delayed, and you only want to refresh dependent models once the data arrives.
B) You've refactored a core model and need to quickly validate its output and downstream dependencies.
C) There's an urgent request to update a single dashboard, and you know the exact subset of models to re-run.
D) You need to temporarily disable a computationally expensive model that isnt critical for daily reporting.

4. External Dependency

A) All of the above.
B) Introduce a temporary staging model to transform the data into a compatible structure for your existing models.
C) Implement schema tests for the affected models to catch similar breakages immediately in the future.
D) Work with stakeholders to understand if the external change is intentional and adjust the business logic if needed.

5. Regular test runs reveal inconsistent and intermittent test failures, despite no obvious changes to models or source dat a. What debugging strategies might you use?

A) Use dbfs logging feature to add detailed output to the test execution.
B) Consider if external dependencies used within dbt tests are themselves unstable.
C) Examine data warehouse performance metrics for resource constraints during test runs.
D) Temporarily switch to a more consistent testing environment.

Solutions: