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| Section | Weight | Objectives |
|---|---|---|
| Leveraging dbt State | 5% | - State management - State-aware operations |
| External Dependencies | 10% | - Managing snapshots - Using packages - External sources integration |
| Implementing dbt Tests | 10% | - Test configuration and execution - Built-in tests - Custom tests |
| Developing dbt Models | 20% | - Model optimization
|
| dbt Models Governance | 15% | - Project organization and structure - Version control integration - Naming conventions and standards |
| Creating and Maintaining Documentation | 10% | - Descriptions and metadata - Generating documentation - Documentation standards |
| Managing Data Pipelines | 15% | - Deployment strategies - Pipeline orchestration - CI/CD integration |
| Debugging and Error Resolution | 15% | - Resolving data quality issues - Identifying modeling errors - Debugging techniques |
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NEW QUESTION # 208
You want to configure dbt to prevent tests from running if one or more of their parent models is unselected.
Which test command should you execute?
Choose 1 option.
Answer: A
Explanation:
The correct answer is A: dbt test --select "orders" --indirect-selection=empty".
In dbt, the --indirect-selection flag controls how dbt handles indirectly related resources during selection, such as tests whose parent models may or may not be selected. By default, dbt may include related resources depending on the selection behavior.
indirect-selection=empty is the strictest form of selection. It means that dbt will not run tests whose parent models are not explicitly selected, even if the tests are indirectly related. This prevents executing tests on models that you did not intend to build or include in your workflow, ensuring test execution is tightly scoped.
Other options behave differently:
* Option B (no indirect-selection flag) uses dbt's default behavior, which does include related tests, meaning tests could run even when their parent models were not selected.
* Option C: buildable includes resources that can be built (e.g., when downstream dependencies require them).
* Option D: cautious runs tests if their parents are selected transitively through dependencies.
Therefore, to prevent tests from running when parent models are unselected, you must use --indirect- selection=empty, making A the correct choice.
NEW QUESTION # 209
(Multiple Select)
Answer: B,C
Explanation:
Macros shine in encapsulating recurring complex logic and providing a convenient interface for database-specific functionality. Simple filters might not justify the overhead of a macro.
NEW QUESTION # 210
A complex transformation in your dbt project pulls data from an external API. Due to rate limits, this API endpoint cannot be queried frequently in production. How could you handle development and testing of this transformation effectively?
Answer: A
Explanation:
A: Mocks enable testing without impacting the production API- B: Environment variables allow for flexible configuration. C: Snapshots provide static samples for testing in isolation.
NEW QUESTION # 211
Your baseline comparison tests start failing intermittently. Data distributions change slightly from day to day, sometimes triggering the thresholds. Which strategy could make your tests more robust?
Answer: A,D
Explanation:
A makes tests less sensitive to minor noise- B allows for controlled flexibility. C is a workaround, sacrificing freshness. D gives up on a valuable check_
NEW QUESTION # 212
You introduce a custom macro into your project. This is a snippet of your dbt_project.yml:YAML
Answer: C
Explanation:
Check your macro file paths, as an incorrect configuration would prevent dbt from finding the macro. The others are likely not the issue but worth double-checking.
NEW QUESTION # 213
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