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dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. A new feature you're developing requires significant changes across multiple models in your dbt project. Which branching strategy would be the most suitable and why?

A) Avoid using branches altogether, as they can introduce unnecessary complexity into a dbt workflow
B) Create separate branches for each model you'll be modifying to minimize conflicts.
C) Create a feature branch for the new development to isolate your work.
D) Work directly on the main branch, as it ensures your changes are always up-to-date.

2. You have a complex dbt model that is essential for production reporting. To minimize the risk of breaking this model during development, what strategy might you employ?

A) Rely on your data warehouse's native rollback functionality to reverse changes if needed.
B) Configure production jobs to use a pinned version of the dbt model.
C) Create a duplicate model in production and only sync changes once they're fully tested-
D) Write extensive tests targeting this model in your production environment

3. Your company wants to standardize pull request templates. Which information would be beneficial to include in such a template?

A) Checkboxes for confirming that tests have been run and documentation has been updated if necessary.
B) All of the above.
C) A section to link to relevant design documents or specifications.
D) Specific instructions for the reviewer, if certain aspects need special attention.

4. A performance-critical model depends on multiple complex transformations that would benefit from being pre-computed. Direct querying of this model should be as fast as possible. Which materialization is likely the best choice?

A) Incremental
B) Table
C) View
D) Ephemeral

5. You want to configure dbt to prevent tests from running if one or more of their parent models is unselected.
Which test command should you execute?
Choose 1 option.

A) dbt test --select "orders"
B) dbt test --select "orders" --indirect-selection=empty
C) dbt test --select "orders" --indirect-selection=cautious
D) dbt test --select "orders" --indirect-selection=buildable

Solutions: