Last Updated: Aug 18, 2026
No. of Questions: 359 Questions & Answers with Testing Engine
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| Section | Weight | Objectives |
|---|---|---|
| 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 |
| Leveraging dbt State | 5% | - State-aware operations - State management |
| External Dependencies | 10% | - External sources integration - Managing snapshots - Using packages |
| Managing Data Pipelines | 15% | - Deployment strategies - CI/CD integration - Pipeline orchestration |
| Creating and Maintaining Documentation | 10% | - Descriptions and metadata - Documentation standards - Generating documentation |
| Debugging and Error Resolution | 15% | - Identifying modeling errors - Debugging techniques - Resolving data quality issues |
| Developing dbt Models | 20% | - Model design and structure
|
1. You've added new tests to a dbt model but are unsure how to determine the test coverage. What's a practical first step?
A) Examine the output of dbt docs generate and dbt docs serve.
B) Execute dbt test -select failing to identify any currently failing tests.
C) Review the compiled SQL files generated by dbt.
D) Employ a code coverage tool specifically designed for SQL.
2. You're onboarding a new team member and need to set them up with a personal sandbox environment within your existing project. What factors do you need to consider?
A) Whether they need access to production data replicas and how to control this securely
B) All of the above.
C) How to provision data warehouse resources if needed, such as a separate schema or potentially even a dedicated database.
D) How to configure a profile on their machine and guide them to isolate changes to their sandbox.
3. You need to grant readonly access to a new stakeholder on a specific dbt model's output. What factors should influence your approach?
A) Whether you wish to provide direct table access or a view-based interface.
B) If this is a one-time need, or something requiring scalable permission management.
C) The default materialized setting defined for models in your dbt_project_yml file.
D) The database technology and its permissions model.
4. Your team establishes a policy for handling different levels of test failures (e.g., warnings vs. critical errors). How could you implement this policy effectively within your dbt workflows?
A) Use dbt tags for classifying tests, then selectively execute them.
B) Run dbt test multiple times with varying filters based on desired severity levels.
C) Rely on your data observability platform to differentiate and alert based on dbt test results.
D) Use custom severity levels in your test definitions and a post-hook to manage actions accordingly.
5. (Multiple Select)
A) Setting up a linter for your SQL files, either as part of your IDE or code editor
B) Using the 'defer' option to partially run a DAG and expose errors early
C) Defining source freshness thresholds to catch issues with missing tables or views-
D) Implementing a robust suite of schema tests to validate object references-
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: B | Question # 3 Answer: A,B,D | Question # 4 Answer: A,C,D | Question # 5 Answer: A,D |
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