Try and practice the latest dbt Labs : dbt-Analytics-Engineering real questions & answers
Last Updated: Oct 07, 2026
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dbt Labs dbt-Analytics-Engineering Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: dbt Models Governance | 15% | - Version control integration - Project organization and structure - Naming conventions and standards |
| Topic 2: Debugging and Error Resolution | 15% | - Identifying modeling errors - Debugging techniques - Resolving data quality issues |
| Topic 3: Managing Data Pipelines | 15% | - Deployment strategies - CI/CD integration - Pipeline orchestration |
| Topic 4: Developing dbt Models | 20% | - Model optimization
|
| Topic 5: Leveraging dbt State | 5% | - State-aware operations - State management |
| Topic 6: Creating and Maintaining Documentation | 10% | - Generating documentation - Documentation standards - Descriptions and metadata |
| Topic 7: Implementing dbt Tests | 10% | - Built-in tests - Custom tests - Test configuration and execution |
| Topic 8: External Dependencies | 10% | - Managing snapshots - Using packages - External sources integration |
dbt Labs dbt Analytics Engineering Certification Sample Questions:
You're onboarding a new dbt project to an existing production database. You find tables that might conflict with naming conventions used by dbt. What's a proactive way to handle this?
- A. Update your dbt models to use aliases that avoid the name collisions.
- B. Add configuration settings to your database connection profile instructing dbt to use a specific schema prefix.
- C. Customize the schema property in your dbt_project.yml to namespace dbt-generated objects.
- D. Manually rename the conflicting tables in the database prior to running any dbt jobs.
Correct Answer: C 🗳️
Explanation: Only visible for Actual4Cert members. You can sign-up / login (it's free).
You discover a downstream model, dim products, references an outdated raw dataset, raw_product_archive, intended for historical analysis and not active products. What's the most appropriate corrective action?
- A. Leave it as-is since it's not actively causing any errors currently.
- B. Update the dim_products model to reference the active product dataset.
- C. Add a schema test to dim_products to catch potential errors.
- D. Delete the raw_product_archive source, so it can't be used accidentally.
Correct Answer: B 🗳️
Explanation: Only visible for Actual4Cert members. You can sign-up / login (it's free).
You need to run a dbt job that performs a long-running data cleansing operation. The job occasionally times out. Which of the following are potential solutions?
- A. Use a dbt macro to retry the cleansing operation with a backoff strategy within the model itself-
- B. Schedule the job to run concurrently with other dbt models to maximize resource usage-
- C. Increase the timeout setting in your CI/CD tool or dbt job configuration.
- D. Break the cleansing logic into multiple models, chaining them with dependencies-
Correct Answer: A,C,D 🗳️
Explanation: Only visible for Actual4Cert members. You can sign-up / login (it's free).
Which of the following scenarios would typically warrant the use of production data in a development environment?
- A. Development environments should generally avoid using real production data to minimize risks.
- B. Training new members of your team on writing SQL and basic dbt models.
- C. Testing changes to a critical business reporting model for accuracy before deployment.
- D. Debugging a logic error that only manifests itself under the exact conditions of real-world production data.
Correct Answer: A 🗳️
Explanation: Only visible for Actual4Cert members. You can sign-up / login (it's free).
Which two are true for a dbt retry command?
Choose 2 options.
- A. It retries the previous command if it is not a syntax error in a model.
- B. It reads a manifest.json file to identify the models and tests that failed in the last run.
- C. It reruns all nodes in your previous invocation statement.
- D. It picks up from the error without running all of the upstream dependencies.
- E. It reuses selectors from the previous command.
Correct Answer: A,B 🗳️
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