Learn with dbt Labs : dbt-Analytics-Engineering training material for 100% pass
Updated: Jun 11, 2026
No. of Questions: 359 Questions & Answers with Testing Engine
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dbt Labs dbt Analytics Engineering Certification Sample Questions:
1. (Multiple Select)
A) Availability of specific dbt packages used in your project.
B) The specific SQL dialect used when generating model code.
C) The target database schema where models are materialized.
D) Credentials used to authenticate to the data warehouse.
2. You want to use a YAML anchor to reuse a standard block of descriptive text within multiple models. How would you implement this?
A) Insert a YAML anchor (&) in your dbt_projectyml file and reference it in your model files.
B) Create a YAML anchor within the relevant model file where the text should be reused.
C) Define a Jinja macro for the text block, and then call the macro within your descriptions.
D) YAML anchors are not directly supported in the context of dbt model and source descriptions-
3. A teammate opens a pull request with numerous changes across many files. To help with the review process, you would suggest that they:
A) Use detailed commit messages to explain the rationale behind each set of related changes.
B) Resubmit the pull request as several smaller, more focused pull requests.
C) All of the above.
D) Provide a comprehensive summary of the intent and scope of the changes within the pull request description.
4. You get a compilation error: "Configuration key 'enabled' not found". Where in your dbt_project.yml would you start looking to fix this, and why?
A) Within the models section, as models often use the enabled property.
B) Under a specific source definition, as sources can also sometimes be conditionally enabled.
C) In a seeds.yml file or the seeds section, where enabled is a valid property.
D) In the top-level profiles.yml, as the enabled key is specific to setting up project profiles.
5. External Dependency
A) Implement schema tests for the affected models to catch similar breakages immediately in the future.
B) Work with stakeholders to understand if the external change is intentional and adjust the business logic if needed.
C) Introduce a temporary staging model to transform the data into a compatible structure for your existing models.
D) All of the above.
Solutions:
| Question # 1 Answer: B,C,D | Question # 2 Answer: B | Question # 3 Answer: D | Question # 4 Answer: A | Question # 5 Answer: D |
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