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dbt Labs dbt-Analytics-Engineering Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: dbt Models Governance | 15% | - Version control integration - Naming conventions and standards - Project organization and structure |
| Topic 2: External Dependencies | 10% | - External sources integration - Managing snapshots - Using packages |
| Topic 3: Debugging and Error Resolution | 15% | - Resolving data quality issues - Debugging techniques - Identifying modeling errors |
| Topic 4: Implementing dbt Tests | 10% | - Custom tests - Built-in tests - Test configuration and execution |
| Topic 5: Leveraging dbt State | 5% | - State management - State-aware operations |
| Topic 6: Creating and Maintaining Documentation | 10% | - Descriptions and metadata - Generating documentation - Documentation standards |
| Topic 7: Developing dbt Models | 20% | - Model design and structure
|
| Topic 8: Managing Data Pipelines | 15% | - Deployment strategies - CI/CD integration - Pipeline orchestration |
dbt Labs dbt Analytics Engineering Certification Sample Questions:
1. You encounter an unexpected dbt run error. Rather than re-running all models, you want to resume from the point of failure. Which of the following, if any, might allow for this?
A) dbt unfortunately lacks native support for resumable jobs.
B) Using dbt snapshots to track model states, allowing you to rollback changes as needed
C) The --fail-fast flag instructs dbt to only execute successful models, making restarts unnecessary
D) dbt Cloud's job retry features for automatically resuming failed job executions.
2. You try updating a column description using its corresponding YAML file. After regenerating the docs, the update doesn't appear. Which of the following might be the cause?
A) There could be a syntax error within the updated description that dbt is silently ignoring.
B) The column description might need additional configuration with a test for it to render in the docs.
C) Changes in column descriptions only update the database schema, not the project documentation.
D) Your browser is aggressively caching the documentation site.
3. You want to trigger a dbt job immediately upon successful completion of an upstream ETL process. Which methods could achieve this?
A) Scheduling a dbt job with a very frequent interval (e.g., every 5 minutes) to poll for changes in a metadata table.
B) Using dbt Cloud's webhooks to create an endpoint that your ETL process can call.
C) Configuring the ETL process to send a completion notification to your CIICD tool, triggering the dbt job.
D) Using the dbt build command to run all dependent models after a successful dbt run.
4. 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) All of the above.
B) How to provision data warehouse resources if needed, such as a separate schema or potentially even a dedicated database.
C) Whether they need access to production data replicas and how to control this securely
D) How to configure a profile on their machine and guide them to isolate changes to their sandbox.
5. Several of your users report that dashboards built on top of your dbt models are intermittently displaying stale dat a. Which of the following might be a potential cause?
A) There are dependency issues in your DAG affecting execution order.
B) All of the above.
C) Source freshness checks are configured incorrectly, allowing older data to be processed
D) Some models have incorrect materializations, causing them to not update when expected
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: A,D | Question # 3 Answer: B,C | Question # 4 Answer: A | Question # 5 Answer: B |
