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dbt Labs dbt-Analytics-Engineering Exam Syllabus Topics:

dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. During a code review, a collaborator suggests modifying a small portion of code you had already committed to your feature branch. What's the most efficient way to address this without creating a completely new commit?

A) Use git commit -amend to modify your most recent commit.
B) Create a new branch extending from your feature branch, make the change, and open a separate pull request.
C) Use git revert to undo your previous commit, make the change, and then re-commit.
D) Explain to your collaborator that modifying committed code is not recommended, and the change should wait for a future update.

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

3. A raw source table undergoes periodic bulk updates that temporarily disrupt dependent models when they are running. Which of the following strategies might help prevent errors in these models? (Choose two)

A) Implement incremental materializations if possible.
B) Utilize snapshots to capture the state of the raw table before the bulk updates.
C) Schedule dbt jobs to run after the bulk updates are typically complete.
D) Add retries with a delay to any 'ref calls referencing this table.

4. You're working in a highly regulated environment. Merges into the main branch require multiple approvals. Which additional steps might need to be incorporated into your merge process?

A) All of the above
B) Utilize signed commits to add a layer of traceability and verification-
C) Use a protected branch workflow on the remote repository with required reviews.
D) Link pull requests to detailed change documentation and impact analysis.

5. A team member suggests building a dbt package for a set of reusable transformations your team frequently uses. When is this MOST likely a good idea?

A) You need to limit access to these transformations to a specific team within your organization.
B) The transformations are relatively simple and could be written as macros.
C) The transformations are project-specific but used across multiple models.
D) The transformations are complex and involve domain-specific logic that might be beneficial to others.

Solutions: