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dbt Labs dbt-Analytics-Engineering Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Implementing dbt Tests | 10% | - Test configuration and execution - Built-in tests - Custom tests |
| Managing Data Pipelines | 15% | - Deployment strategies - Pipeline orchestration - CI/CD integration |
| Leveraging dbt State | 5% | - State-aware operations - State management |
| Debugging and Error Resolution | 15% | - Resolving data quality issues - Debugging techniques - Identifying modeling errors |
| Developing dbt Models | 20% | - Model design and structure
|
| External Dependencies | 10% | - Managing snapshots - Using packages - External sources integration |
| dbt Models Governance | 15% | - Version control integration - Naming conventions and standards - Project organization and structure |
| Creating and Maintaining Documentation | 10% | - Generating documentation - Descriptions and metadata - Documentation standards |
dbt Labs dbt Analytics Engineering Certification Sample Questions:
You're collaborating on a branch and need to temporarily switch to a different branch to address an urgent hotfix. Which Git command allows you to save your current uncommitted work without interrupting the changes on your active branch?
- A. git reset
- B. git push
- C. git stash
- D. git stage
Correct Answer: C 🗳️
Explanation: Only visible for TestBraindump members. You can sign-up / login (it's free).
While onboarding a new team member, you need to ensure consistency between their local development setup and your existing production dbt deployment. Which of these are essential?
- A. Enforcing version control and utilizing a requirements txt file to pin dbt and adapter dependencies.
- B. Setting up access and permissions in the data warehouse for the new user, aligning with your team's security practices.
- C. All of the above.
- D. Providing clear documentation on configuration of profiles_yml to connect to the correct targets.
Correct Answer: C 🗳️
Explanation: Only visible for TestBraindump members. You can sign-up / login (it's free).
dbt Model Snippet:SQL
- A. Checking that the date_part() function is compatible with your database-
- B. Ensuring the grains variable is defined in dbt_project.yml or a macro.
- C. Making sure the source table fct_orders contains the expected columns.
- D. Validating that the column names generated by the Jinja loop would be valid SQL identifiers.
Correct Answer: B 🗳️
Explanation: Only visible for TestBraindump members. You can sign-up / login (it's free).
You've finished a new feature but realize some related models now have minor formatting inconsistencies (e.g., spacing, indentation). What's the best way to handle this alongside your feature changes?
- A. Briefly explain in your pull request description that some incidental formatting changes were included
- B. Address the formatting issues in the same commits as the feature to avoid extra work.
- C. Use git add -p to stage only the feature-related changes, and leave formatting for a future task.
- D. Create a separate branch and commit addressing only the formatting.
Correct Answer: D 🗳️
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You've been tasked with improving the discoverability of dbt models within your project. Which of the following changes would be the MOST effective in achieving this goal?
- A. Ensuring models have clear and concise descriptions that accurately reflect their purpose.
- B. Adding a tags list to all models, even if the tags are somewhat generic.
- C. Writing longer, more verbose descriptions for each column in your models.
- D. Using custom macros to dynamically generate model descriptions based on metadata.
Correct Answer: A 🗳️
Explanation: Only visible for TestBraindump members. You can sign-up / login (it's free).
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