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dbt Labs dbt-Analytics-Engineering Exam Syllabus Topics:

dbt Labs dbt Analytics Engineering Certification Sample Questions:

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

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

3. You have an urgent hotfix that needs to be deployed while a larger feature branch is still under review. Which strategies could you consider?

A) Create a dedicated branch from the main branch specifically for the hotfix.
B) Merge the hotfix into the feature branch and wait for the entire feature to be approved.
C) Temporarily revert the feature branch changes, deploy the hotfix, and then restore the feature branch.
D) Merge the hotfix into the main branch and then rebase the feature branch on top of the new main branch.

4. You want to standardize descriptions across a large number of models that share the same underlying source schemas. Which approach might be the most efficient?

A) Manually copy and paste the descriptions into each model's YAML file.
B) Create a CSV lookup file and maintain custom source descriptions within the file.
C) Write a Jinja macro that dynamically generates descriptions based on metadata.
D) Focus on using a version control system and enforce descriptions directly within the source system.

5. 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?

A) vars:
B) seeds:
C) models:
D) snapshots:

Solutions: