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| Section | Weight | Objectives |
|---|---|---|
| Implementing dbt Tests | 10% | - Built-in tests - Custom tests - Test configuration and execution |
| dbt Models Governance | 15% | - Naming conventions and standards - Project organization and structure - Version control integration |
| Leveraging dbt State | 5% | - State management - State-aware operations |
| Developing dbt Models | 20% | - Model optimization
|
| Managing Data Pipelines | 15% | - CI/CD integration - Deployment strategies - Pipeline orchestration |
| Creating and Maintaining Documentation | 10% | - Generating documentation - Documentation standards - Descriptions and metadata |
| External Dependencies | 10% | - Managing snapshots - Using packages - External sources integration |
| Debugging and Error Resolution | 15% | - Identifying modeling errors - Debugging techniques - Resolving data quality issues |
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NEW QUESTION # 39
You get a warning during dbt run:WARNlNG: Found 100 rows in 'stg_customers' that will become duplicates in the 'dim_customers' target.
Answer: C
Explanation:
This typically indicates a logic flaw in your model creating the target table. Modifying the source or increasing memory won't resolve the core issue.
NEW QUESTION # 40
You need to grant readonly access to a new stakeholder on a specific dbt model's output. What factors should influence your approach?
Answer: A,B,C
Explanation:
Each of these shapes the specific implementation-A impacts how you'll write the GRANT. B is about a layer of control. C is about ad-hoc vs. integrated security.
NEW QUESTION # 41
Examine how freshness is defined at the database level:
- name: raw
database: raw
freshness: # default freshness
warn_after: {count: 12, period: hour}
error_after: {count: 24, period: hour}
loaded_at_field: _etl_loaded_at
How can one table from the source raw be excluded from source freshness?
Answer: A
Explanation:
In dbt, source freshness can be defined at the source level (affecting all tables) or overridden at the individual table level. When freshness is declared at the source root, dbt applies the freshness policy to every table within that source unless a specific table opts out. The official dbt documentation states that setting:
freshness: null
at the table level disables freshness checks for that specific table, even when the source itself defines default freshness rules. This is the only documented way to exclude an individual table from a source freshness policy.
Option B is incorrect because tables can override and disable freshness even when the parent source defines it. dbt's configuration hierarchy supports overriding child-level settings on a per-resource basis.
Option C (loaded_at_field: null) does not disable freshness-it simply removes the loaded_at_field, which would cause dbt to error because a freshness check requires a timestamp field to operate.
Option D (error_after: null) only removes the error threshold but does not disable freshness. The table would still participate in freshness checks and could trigger warnings.
Thus, the correct and dbt-supported method to exclude a table from freshness is to explicitly set:
freshness: null
making A the correct answer.
NEW QUESTION # 42
You need to update a core configuration setting that impacts many models in your project. To mitigate risk, you want to deploy and test these changes in a pre-production staging environment before rolling them out widely. How would you organize your work?
Answer: A
Explanation:
A leverages version control best practices. B is tedious and error-prone. C is used at runtime, not for a staged rollout process. D increases complexity without much benefit here.
NEW QUESTION # 43
You're planning your production dbt deployment strategy. When deciding between completely separate development and deployment environments vs. using different schemas within a single data warehouse, what are I key factors to weigh?
Answer: A,C,D
Explanation:
B speaks to security and change management. C is important as the cost could differ considerably. D influences the need for stronger isolation. A is less important than the others here.
NEW QUESTION # 44
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