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dbt Labs dbt-Analytics-Engineering Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Developing dbt Models | 20% | - Model optimization
|
| Implementing dbt Tests | 10% | - Test configuration and execution - Custom tests - Built-in tests |
| Debugging and Error Resolution | 15% | - Resolving data quality issues - Debugging techniques - Identifying modeling errors |
| Creating and Maintaining Documentation | 10% | - Descriptions and metadata - Generating documentation - Documentation standards |
| dbt Models Governance | 15% | - Naming conventions and standards - Project organization and structure - Version control integration |
| Managing Data Pipelines | 15% | - CI/CD integration - Pipeline orchestration - Deployment strategies |
| External Dependencies | 10% | - Using packages - Managing snapshots - External sources integration |
| Leveraging dbt State | 5% | - State-aware operations - State management |
dbt Labs dbt Analytics Engineering Certification Sample Questions:
1. You need to grant readonly access to the results of your dbt project to stakeholders outside your team. Considering security, which approach would be the MOST suitable?
A) Have stakeholders directly query the dbt models, providing access to the production data warehouse.
B) Create a designated reporting schema and set up views that map to the dbt model outputs
C) Regularly run dbt seed to export CSV files, which are then shared with stakeholders.
D) Embed dbt model results within a Bl dashboard and manage access through the Bl tool.
2. (Multiple Select)
A) model-paths
B) database
C) test-paths
D) materialized: view
3. External Dependency
A) Work with stakeholders to understand if the external change is intentional and adjust the business logic if needed.
B) All of the above.
C) Implement schema tests for the affected models to catch similar breakages immediately in the future.
D) Introduce a temporary staging model to transform the data into a compatible structure for your existing models.
4. A newly-hired analyst needs to update a downstream model that depends on a chain of intermediate models. To minimize the potential for disruption, how can modularity help them?
A) Incremental materializations will help verify that the changes are successful.
B) By using macros, modifications are limited to a single location.
C) Snapshots ensure that historical data won't be impacted unintentionally.
D) With clear dependencies, they can pinpoint which upstream models to test.
5. (Multiple Select)
A) If available, compare your schema.yml to a previous working version to spot problematic changes.
B) Utilize a YAML validator tool independently of dbt to check for general formatting errors.
C) Introduce a global persist_docs setting within your dbt_project.yml file to resolve schema inconsistencies.
D) Refer to the dbt documentation for a comprehensive list of valid properties within schema files.
Solutions:
| Question # 1 Answer: B,D | Question # 2 Answer: A,C | Question # 3 Answer: B | Question # 4 Answer: D | Question # 5 Answer: B,D |
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