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dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. During development, you frequently used temporary print statements for debugging. Which of the following is the best practice before opening a pull request?

A) Leave the print statements for future reference, in case similar debugging is needed-
B) Remove the print statements entirely from your commits-
C) Consolidate the print statements into a separate debugging function that can be toggled on and off
D) Comment out the print statements but leave them in the code.

2. You introduce a set of schema tests on source tables. These tests run successfully, but upon investigation, you find subtle data quality issues are still being missed. What are potential reasons for this?

A) Schema tests shouldn't be relied on for comprehensive data quality assurance.
B) Schema tests only run once per day by default.
C) Schema tests only check basic structure and not the specific content of the data.
D) There's a bug in dbt's schema test implementation.

3. (Multiple Select)

A) Your tests are likely configured to raise warnings rather than cause true errors.
B) A 'post-hook' in your project configuration automatically fixes the issues flagged by tests.
C) Tests must be explicitly included in a model's test property for them to block model creation.
D) Your dbt run command includes flags that override failing tests.

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

5. While working on a feature branch, you need to incorporate some critical bug fixes that were merged into the main branch. Which Git commands, or combination of commands, would you use?

A) git checkout main followed by git pull
B) git rebase main
C) git merge main
D) Both B and C are viable options.

Solutions: