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dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. You suspect discrepancies in a critical model. To troubleshoot, you need to understand the order of model execution, but the DAG is complex. What would be the BEST strategy to get this information?

A) Run dbt docs generate and inspect the generated documentation.
B) Use dbt Is -select
C) Visually inspect the manifest.json file.
D) Manually trace the dependencies in your model files.


2. 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) Reduced error potential due to a single source of logic
C) Simplified dependency tracking
D) Faster dbt job execution time


3. (Multiple Select)

A) The technology used for your production data warehouse.
B) The overall size and complexity of your dbt project
C) The cost-efficiency of the development environment solution.
D) The need for feature parity (functions, syntax) with the production warehouse.


4. A model depends heavily on geospatial calculations, which are computationally expensive. What optimization strategy might be worth exploring?

A) Pre-calculate common geospatial results as an incremental model.
B) Investigate whether the database offers specialized geospatial indexes or functions.
C) Ensure the underlying data adheres to DRY principles.
D) Convert the model to a snapshot to leverage historical data more effectively.


5. You're reviewing a pull request and notice a subtle logic error that wasn't caught in automated tests. How do you best approach this within the code review?

A) Simply fix the error directly in the pull request without leaving a comment.
B) Leave a comment explaining the error and provide a suggestion for how to fix it.
C) Reject the pull request outright and ask the author to fix the error and resubmit.
D) Create a separate issue in the issue tracker, detail the bug, and reference it in the pull request.


Solutions:

Question # 1
Answer: A
Question # 2
Answer: D
Question # 3
Answer: A,C,D
Question # 4
Answer: B
Question # 5
Answer: B

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