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dbt Labs dbt-Analytics-Engineering Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Managing Data Pipelines | 15% | - Deployment strategies - CI/CD integration - Pipeline orchestration |
| Implementing dbt Tests | 10% | - Built-in tests - Custom tests - Test configuration and execution |
| dbt Models Governance | 15% | - Version control integration - Project organization and structure - Naming conventions and standards |
| External Dependencies | 10% | - External sources integration - Managing snapshots - Using packages |
| Debugging and Error Resolution | 15% | - Identifying modeling errors - Resolving data quality issues - Debugging techniques |
| Leveraging dbt State | 5% | - State-aware operations - State management |
| Creating and Maintaining Documentation | 10% | - Generating documentation - Descriptions and metadata - Documentation standards |
| Developing dbt Models | 20% | - Model design and structure
|
dbt Labs dbt Analytics Engineering Certification Sample Questions:
You frequently need to spin up short-lived development environments on demand for testing and experimentation. Which dbt feature would streamline this process, especially when it involves custom configuration?
- A. Creating multiple deployment environments in dbt Cloud.
- B. dbt's -vars flag to override variable values.
- C. Using dbt tags to selectively execute parts of your project.
- D. dbt profiles defined in your dbt_project.yml file.
Correct Answer: B,D 🗳️
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You've finished a new feature but realize some related models now have minor formatting inconsistencies (e.g., spacing, indentation). What's the best way to handle this alongside your feature changes?
- A. Address the formatting issues in the same commits as the feature to avoid extra work.
- B. Create a separate branch and commit addressing only the formatting.
- C. Briefly explain in your pull request description that some incidental formatting changes were included
- D. Use git add -p to stage only the feature-related changes, and leave formatting for a future task.
Correct Answer: B 🗳️
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Which of the following scenarios might warrant a git rebase instead of a standard git merge when integrating your changes into the main branch?
- A. Your branch has diverged significantly from the main branch with unrelated changes.
- B. You want to avoid a merge commit and keep a linear project history.
- C. You only want to include a subset of your feature branch commits in the main branch.
- D. You need to resolve complex merge conflicts that arise during a standard merge.
Correct Answer: A,B 🗳️
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Several of your users report that dashboards built on top of your dbt models are intermittently displaying stale dat a. Which of the following might be a potential cause?
- A. All of the above.
- B. There are dependency issues in your DAG affecting execution order.
- C. Some models have incorrect materializations, causing them to not update when expected
- D. Source freshness checks are configured incorrectly, allowing older data to be processed
Correct Answer: A 🗳️
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(Multiple Select)
- A. Schedule the job to run less frequently to avoid overloading the data warehouse.
- B. Consider a CI/CD process that deploys new model changes to a pre-production environment for validation first.
- C. Enable email notifications on both job success and failure.
- D. Run dbt tests automatically as part of the job.
Correct Answer: B,C,D 🗳️
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