Exam Name: dbt Analytics Engineering Certification Exam
Certification Provider: dbt Labs
Corresponding Certification: Analytics Engineers
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dbt Analytics Engineering Certification Exam: dbt-Analytics-Engineering Exam Premium File as PDF & Test Engine
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Last Updated: Oct 08, 2026
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dbt Labs dbt-Analytics-Engineering Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: dbt Models Governance | 15% | - Naming conventions and standards - Version control integration - Project organization and structure |
| Topic 2: Developing dbt Models | 20% | - Model optimization
|
| Topic 3: Managing Data Pipelines | 15% | - CI/CD integration - Deployment strategies - Pipeline orchestration |
| Topic 4: External Dependencies | 10% | - Managing snapshots - External sources integration - Using packages |
| Topic 5: Creating and Maintaining Documentation | 10% | - Descriptions and metadata - Generating documentation - Documentation standards |
| Topic 6: Implementing dbt Tests | 10% | - Built-in tests - Test configuration and execution - Custom tests |
| Topic 7: Leveraging dbt State | 5% | - State management - State-aware operations |
| Topic 8: Debugging and Error Resolution | 15% | - Debugging techniques - Identifying modeling errors - Resolving data quality issues |
dbt Labs dbt Analytics Engineering Certification Sample Questions:
You're collaborating on a project where team members have varying levels of dbt experience. How can you use the dbt_project.yml to help standardize practices?
- A. Define custom macros in the project file to encapsulate commonly used SQL patterns.
- B. Include a docs: section with detailed descriptions of core models and transformations.
- C. Set up pre-commit hooks within the project file to enforce linting and formatting rules.
- D. Configure project-level tests to ensure adherence to data quality standards.
Correct Answer: D 🗳️
Explanation: Only visible for Fast2test members. You can sign-up / login (it's free).
(Multiple Select)
- A. Run dbt Is to confirm that all dependencies for the macro and the model are resolved correctly.
- B. Implement unit tests specifically for the macro to validate its output under different inputs
- C. Add {{ log(macros, info=true) statements within the macro to track how it executes-
- D. Check the generated column names in the compiled SQL to ensure they match existing columns in the data.
Correct Answer: B,D 🗳️
Explanation: Only visible for Fast2test members. You can sign-up / login (it's free).
You've configured your project to include both schema and data tests in the generated documentation. A user reports the tests are visible but don't show any execution results (pass/fail status). Why might this be happening?
- A. The type of test you're using is not supported for displaying results in the documentation.
- B. Your data pipeline hasn't been executed recently, so there are no recent test results.
- C. The project settings are explicitly configured to hide test results in the documentation.
- D. The documentation generator has a known limitation on how test results are displayed.
Correct Answer: B,C 🗳️
Explanation: Only visible for Fast2test members. You can sign-up / login (it's free).
A model depends heavily on geospatial calculations, which are computationally expensive. What optimization strategy might be worth exploring?
- A. Pre-calculate common geospatial results as an incremental model.
- B. Convert the model to a snapshot to leverage historical data more effectively.
- C. Investigate whether the database offers specialized geospatial indexes or functions.
- D. Ensure the underlying data adheres to DRY principles.
Correct Answer: C 🗳️
Explanation: Only visible for Fast2test members. You can sign-up / login (it's free).
You're collaborating with a third-party analytics vendor who requires access to a subset of processed data within your dbt project for integration into their platform. How might you approach this securely?
- A. Set up a data sharing mechanism through your data warehouse, if it supports this functionality, enabling controlled access.
- B. Generate a dedicated readout schema in your data warehouse with appropriate grants for the vendor's user
- C. Utilize a dbt package to export specific models to CSV or JSON format and provide those files to the vendor
- D. A combination of the above might be needed, depending on the vendor's integration capabilities-
Correct Answer: D 🗳️
Explanation: Only visible for Fast2test members. You can sign-up / login (it's free).
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