Real dbt-Analytics-Engineering Exam Questions - Reliable dbt-Analytics-Engineering Dumps Ppt
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dbt Labs dbt Analytics Engineering Certification Exam Sample Questions (Q282-Q287):
NEW QUESTION # 282
A model passes its tests during development, but later fails when deployed on a less powerful production database. Which of the following might be the reason for this discrepancy?
- A. Performance-related test thresholds are too lenient in development.
- B. Source data distributions differ significantly between environments.
- C. There's a bug in the version of dbt that runs in production.
- D. The test was accidentally disabled in the production dbt project.
Answer: A,B
Explanation:
A and B could lead to tests passing in a forgiving environment but not catching issues in a more resource- constrained one. C would likely be caught earlier, and D is less likely
NEW QUESTION # 283
You introduce a set of schema tests on source tables. These tests run successfully, but upon investigation, you find subtle data quality issues are still being missed. What are potential reasons for this?
- A. Schema tests only run once per day by default.
- B. Schema tests only check basic structure and not the specific content of the data.
- C. There's a bug in dbt's schema test implementation.
- D. Schema tests shouldn't be relied on for comprehensive data quality assurance.
Answer: B,D
Explanation:
Schema tests are a good first line of defense but don't replace the need for more nuanced checks that examine the data's actual content.
NEW QUESTION # 284
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. Writing longer, more verbose descriptions for each column in your models.
- B. Using custom macros to dynamically generate model descriptions based on metadata.
- C. Adding a tags list to all models, even if the tags are somewhat generic.
- D. Ensuring models have clear and concise descriptions that accurately reflect their purpose.
Answer: D
Explanation:
While the other options might have some value, clear and concise model descriptions provide the most immediate and direct way for users to understand the purpose and content of a model, aiding in discoverability within the dbt project's documentation.
NEW QUESTION # 285
Your team uses a custom macro to generate model descriptions dynamically. However, these descriptions don't appear in the DAG visualization within the documentation. Which of the following might cause this issue?
- A. Dynamically generated descriptions are incompatible with DAG visualizations in dbt
- B. The macro might not be returning the description in the standard format that dbt documentation expects.
- C. Custom macros always require explicit configuration in your dbt_project.yml file to be rendered in the DAG-
- D. The generated documentation site might be cached, preventing the updated descriptions from appearing.
Answer: B,C,D
Explanation:
A Some macros might require additional settings to be integrated correctly into the documentation. B- dbt expects descriptions in specific formats for DAG rendering. Your macro output needs to adhere to these. C: Caching can sometimes mask the latest changes in the documentation.
NEW QUESTION # 286
(Multiple Select)
- A. Validating changes during development before deploying a new dbt model version.
- B. Ensuring data synchronization after a migration.
- C. Catching subtle errors or discrepancies that may not cause immediate functional issues.
- D. Testing performance under a simulated heavy load.
Answer: A,B,C
Explanation:
These tests help ensure alignment between the source of truth and the analytics environment. D (performance testing) is a different type of test.
NEW QUESTION # 287
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