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dbt Labs dbt-Analytics-Engineering Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Testing and Data Quality | - Data validation strategies
|
| dbt Core Concepts | - Project structure and configuration
|
| Documentation and Lineage | - dbt documentation system
|
| Analytics Engineering Foundations | - Modern data stack concepts (ELT vs ETL)
|
| Deployment and Orchestration | - Environments and workflows
|
dbt Labs dbt Analytics Engineering Certification Sample Questions:
You want to experiment with a new column in an existing model without risking production changes. Which configuration strategy in your dbt_project.yml would support this safely?
- A. Modify the model SQL using the config.get() macro to dynamically control the column's behavior
- B. Define separate configurations for the column under the model and use the enabled property.
- C. Utilize git branches and have different dbt_project.yml files for your production and experimental branches.
- D. Add a -select flag when using dbt run to execute only the modified model.
Correct Answer: B 🗳️
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You have an urgent hotfix that needs to be deployed while a larger feature branch is still under review. Which strategies could you consider?
- A. Temporarily revert the feature branch changes, deploy the hotfix, and then restore the feature branch.
- B. Create a dedicated branch from the main branch specifically for the hotfix.
- C. Merge the hotfix into the feature branch and wait for the entire feature to be approved.
- D. Merge the hotfix into the main branch and then rebase the feature branch on top of the new main branch.
Correct Answer: B,D 🗳️
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(Multiple Select)
- A. Tools specializing in schema change detection.
- B. Anomaly detection platforms.
- C. Continuous Integration (Cl) tools.
- D. Data integration testing frameworks (e.g., Great Expectations)
Correct Answer: A,B,D 🗳️
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You've added a new exposure to your project, but it doesn't appear in dbt docs. Here's part of your dbt_project.yml:YAML
- A. The owner property is not correctly formatted as an email address.
- B. Exposures of type 'notebook' are not automatically detected by dbt docs generate.
- C. You haven't run dbt docs serve after making changes to your project file.
- D. The maturity property is missing within your exposure's configuration.
Correct Answer: B 🗳️
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You're setting up a CI/CD pipeline for dbt deployments. Which actions can help maintain data integrity and consistency between your development, staging, and production environments?
- A. Implement automated tests that validate data quality and model assumptions across all environments.
- B. Enforce a branching strategy that mirrors environment progression (e.g., dev branch deploys to dev, etc. )
- C. All of the above.
- D. Utilize dbt logs and artifacts to track any changes made outside the standard deployment pipeline in each environment.
Correct Answer: C 🗳️
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