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dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. You're onboarding new developers to your dbt project. To simplify their setup, you want to provide a standard profiles.yml template. What should you consider when doing this?

A) Including different target configurations to illustrate switching between development and production.
B) Providing example dbt commands as comments directly within the file to guide new users.
C) Prepopulating common credentials to make the initial setup hassle-free.
D) Referencing environment variables to allow for easy customization by developers.

2. (Multiple Select)

A) Tables are well-suited for datasets that undergo frequent, wholesale changes.
B) Tables persist their results on disk, consuming storage resources.
C) Tables generally offer the fastest query performance for pre-computed models.
D) Tables, by default, are rebuilt completely with each dbt run.

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

4. You get a warning during dbt run:WARNlNG: Found 100 rows in 'stg_customers' that will become duplicates in the 'dim_customers' target.

A) Update the stg_customers source definition to include filtering logic to remove duplicate rows.
B) It's safe to ignore this warning, as de-duplication is handled automatically by dbt.
C) Investigate your dim_customers modeling logic to ensure a unique key is correctly used to prevent duplicates.
D) Increase the memory allocated for the database to handle the large number of duplicates.

5. (Multiple Select)

A) You made a typo when defining the column name in your model.
B) Your dbt tests are invalid.
C) An upstream source table schema was updated without updating the dbt model.
D) A ref function referencing another model is incorrect.

Solutions: