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Quiz 2026 Professional dbt Labs dbt-Analytics-Engineering: New Study dbt Analytics Engineering Certification Exam Questions

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dbt Labs dbt Analytics Engineering Certification Exam Sample Questions (Q250-Q255):

NEW QUESTION # 250
Your data warehouse environment undergoes a major version upgrade, introducing changes in SQL syntax and supported functions. How would you handle the migration of dbt projects to ensure compatibility?

A. Create temporary branches in your dbt projects to isolate upgrade-related code changes for each environment
B. Thoroughly test all dbt models across your staging and development environments to identify necessary updates.
C. Utilize custom macros to introduce conditional logic or abstract away syntax differences between versions, if feasible.
D. All of the above.

Answer: D

Explanation:
A: Branches facilitate staged testing and rollback, if necessary. B: Testing in lower environments uncovers potential issues before production deployment. C Macros can in some cases smooth over compatibility issues.

NEW QUESTION # 251
A downstream process relies on a critical model to be fully refreshed daily. How can you enforce this behavior using dbt_project.yml configuration?

A. Update the model configuration to materialized: table and add a persist_docs: true property.
B. Configure a schedule property within the models: section.
C. Set the model's materialized property to incremental _ refresh-
D. Apply a post-hook that triggers a full refresh of the model.

Answer: D

Explanation:
Post-hooks enable you to run operations after a model executes. The other options don't provide the required control over the refresh behavior.

NEW QUESTION # 252
"The compiled SQL looks correct, but I'm still getting wrong results in my model!" What might you suggest to a colleague having this issue?

A. Test the model in isolation using the dbt run -select flag to narrow down dependencies.
B. Review the logic in 'on-run-start' or 'on-run-end' hooks, as they could be modifying data-
C. Examine the source tables for data quality issues like duplicates or missing values.
D. All of the above.

Answer: D

Explanation:
Sometimes, even with correct SQL, the issue can lie in data itself, external interactions, or hidden dependency effects.

NEW QUESTION # 253
You've been tasked with customizing the appearance of the generated documentation. Which of the following would be the most efficient starting point?

A. Edit the json files created during the dbt docs generate process to adjust the display of information.
B. Investigate overriding the default CSS and JavaScript files used by the documentation site.
C. Write a macro that programmatically generates a new documentation structure based on your requirements_
D. Search for third-party dbt packages designed for documentation customization.

Answer: B,D

Explanation:
A: Overriding the CSS and potentially JavaScript provides customization flexibility without completely rebuilding the documentation structure. D: Extending dbt's functionality with packages often offers pre-built solutions for more extensive customization of the documentation site.

NEW QUESTION # 254
You've included the popular 'dbt-utils' package in your project. Where should you primarily expect to find the models and macros it offers?

A. Within your 'models' directory namespaced to distinguish them from your own models.
B. In the 'dbt_project.yml' file under a 'packages' section.
C. Within the 'seeds' directory of your dbt project.
D. Automatically materialized as new tables in your data warehouse.

Answer: A

Explanation:
Packages extend your project's functionality by placing items within your model's directory offering seamless integration.

NEW QUESTION # 255
......

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