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dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. You're setting up CI/CD for your dbt project to automate deployments. Which aspects of your testing strategy might need adaptation for a production-focused CI/CD workflow?

A) Prioritizing tests with strict thresholds to avoid false positives from minor data variations in production.
B) Including smoke tests that run in production to verify core functionality after a deployment.
C) Disabling all tests that rely on creating new tables, to avoid impacting the production database.
D) Emphasizing tests with longer run times for thorough checks before deployment.

2. You've meticulously added descriptions and tests to your dbt models. However, after running dbt docs generate, the tests don't appear in the generated documentation. Which of the following reasons are most likely?

A) Your tests have incorrect syntax, and dbt is silently skipping them during documentation generation.
B) The dbt_project.yml file may not have the appropriate settings for including tests in the documentation.
C) You are using a custom schema test macro that isnt configured to be included in the documentation.
D) There is a bug in the version of dbt you're using that specifically affects test rendering in documentation.

3. You suspect discrepancies due to potential changes in upstream source tables. What's a practical first step to investigate?

A) Contact the team responsible for managing the sources to inquire about recent updates.
B) Compare the current state of the source tables against their historical snapshots.
C) Review the dbt project's manifest.json for related changes.
D) Run all dbt models and examine the logs for unusual entries.

4. (Multiple Select)

A) Instruct dbt to rename columns rather than dropping and recreating them during updates.
B) Avoid refactoring dbt models that are directly queried by external tools.
C) Establish a naming convention in dbt that external tools can rely upon.
D) Create views on top of dbt model tables, providing a stable abstraction layer for the Bl tools.

5. You frequently need to implement custom SQL tests that are very similar but with slight variations in parameters. Which dbt feature could streamline this process?

A) The relationships test
B) dbt macros
C) dbt snapshots
D) dbt seeds

Solutions: