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dbt Labs dbt Analytics Engineering Certification Exam Sample Questions (Q96-Q101):

NEW QUESTION # 96
Your team decides to use separate schemas for development and production within the same data warehouse. Which of the following dbt features are essential for managing this workflow effectively?

A. Macros and Jinja templating to dynamically switch target schemas.
B. Environment variables to store environment-specific configurations.
C. dbt snapshots to compare data state between environments-
D. dbt seeds to populate test data in your development schema.

Answer: A,B

Explanation:
A makes code portable across environments. D allows for environment-specific settings. B is useful, but not specific to multi-schema setups C is important for testing, but not the core deployment environment distinction.

NEW QUESTION # 97
You identify the need to refactor several models with similar transformations. Which of the following is the first step to increase modularity and promote the DRY philosophy?

A. Create CTEs to segment logical steps within the existing model SQL.
B. Analyze commonalities and differences in the transformations to determine refactoring potential.
C. Test individual models thoroughly to establish a baseline before making changes.
D. Use a text editor's "find and replace" function to update repetitive code blocks.

Answer: B

Explanation:
Understanding the shared and unique aspects of the transformations is key to designing an effective modularization strategy.

NEW QUESTION # 98
Which of the following scenarios might warrant you using the --no-compile flag with dbt docs generate? When you have syntax errors in your dbt models that would prevent compilation.

A. When you want to quickly preview documentation changes without triggering a full model build.
B. When you're deploying documentation updates to a production environment and want to minimize risks associated with model
C. When your CI/CD pipeline requires you to generate documentation as a separate step from model compilation.
D. recompilation.

Answer: B,C,D

Explanation:
B: The -no-compile flag speeds up docs generation when a full model build is unnecessary- C: It isolates documentation updates in production environments to reduce risk.
D: This flag provides control within CIICD pipelines when needed

NEW QUESTION # 99
You're working with a model that aggregates data across many countries. Which assumption about the data might be especially important to test for and handle in your model logic?

A. Encoding formats (UTF-8, etc.) may be inconsistent across source systems.
B. Different regions may use varying currency exchange rates.
C. Time zones and daylight savings rules for timestamps could differ between data sources.
D. The presence of unexpected HTML tags within textual data fields.

Answer: A,B,C

Explanation:
Each of these introduces unique challenges for aggregating data globally. While D can be an issue, it's less central to this specific scenario.

NEW QUESTION # 100
You're building tests for a dbt model that performs a join across multiple large datasets. You notice performance issues - tests are taking a very long time to run. What might be optimization strategies?

A. Create snapshots of the source tables and test on those snapshots instead.
B. Accept that tests on complex models will always be slow.
C. Focus on tests that can validate a subset of the data rather than the entire dataset.
D. Refactor model SQL to use incremental logic to avoid full table scans.

Answer: C,D

Explanation:
B and C target reducing the test's workload with sampling or optimizing the model itself. A might help under specific circumstances, but not always. D is a defeatist approach!

NEW QUESTION # 101
......

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