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dbt Labs dbt Analytics Engineering Certification Exam Sample Questions (Q278-Q283):

NEW QUESTION # 278
The dbt_project.yml file contains this configuration:
models:
+grants:
select: ['reporter']
How can you grant access to the object in the data warehouse to both reporter and bi?

A. {{ config(grants = { 'select': ['+bi'] }) }}
B. {{ config(grants = { 'select': ['bi'], 'inherits': true }) }}
C. {{ config(grants = { 'select': ['bi'], 'include': ['dbt_project.yml'] }) }}
D. {{ config(grants = { '+select': ['bi'] }) }}

Answer: D

Explanation:
In dbt, grants can be configured globally, at the project level, or directly inside a model using the config() function. When a grant is set in dbt_project.yml, it becomes a base definition, and individual models may extend (append to) or override that configuration.
According to dbt documentation, prefixing a grant with a plus sign (+) means "extend the list defined in higher-level configurations." Thus, if the project-level config already sets:
select: ['reporter']
...and a model needs to add an additional role (here, bi) without removing the existing one, the correct syntax is:
{{ config(grants = { '+select': ['bi'] }) }}
This tells dbt: "Take the existing grant list (reporter) and append bi to it." Option B is incorrect because '+bi' is not a valid grants syntax.
Option C is invalid because grants do not use an inherits parameter.
Option D is invalid because include: is not a grants configuration key.
Therefore, Option A correctly applies dbt's documented merging behavior for grants.

NEW QUESTION # 279
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?

A. The complexity of your dbt project and the number of models.
B. The desired level of isolation and access control granularity.
C. Your data warehouse's pricing model and how it charges for resource usage.
D. The need to collaborate between developers with varying skill levels.

Answer: B,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 # 280
You're onboarding a new team member and need to set them up with a personal sandbox environment within your existing project. What factors do you need to consider?

A. All of the above.
B. How to configure a profile on their machine and guide them to isolate changes to their sandbox.
C. Whether they need access to production data replicas and how to control this securely
D. How to provision data warehouse resources if needed, such as a separate schema or potentially even a dedicated database.

Answer: A

Explanation:
A: Resource allocation impacts security and costs. B. Sandbox access should align with the developer's role and data privacy requirements. C: Setting up the developer's machine and workflow is essential-

NEW QUESTION # 281
While working on a feature branch, you need to incorporate some critical bug fixes that were merged into the main branch. Which Git commands, or combination of commands, would you use?

A. git merge main
B. Both B and C are viable options.
C. git rebase main
D. git checkout main followed by git pull

Answer: A,C

Explanation:
B: Rebasing integrates the main branch's changes onto your feature branch, keeping a linear history. C: Merging directly creates a merge commit, making the history slightly less linear but often easier to track when features are integrated.

NEW QUESTION # 282
You get the following error when compiling a model:ln 'models/marts/sales_report.sql':

A. Delete the existing model and create a new one with the materialization set to table.
B. Examine your model's SQL and ensure you've defined a column or combination of columns to serve as a unique identifier.
C. Introduce a unit test to assert that the model's output has no duplicate rows.
D. Add a config.get("unique_key") entry within your model configuration in dbt_project.yml.

Answer: B

Explanation:
Incremental models must have a unique key You must address this in the model's logic itself. Changing the materialization or testing wont solve the root cause.

NEW QUESTION # 283
......

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Exam dbt-Analytics-Engineering Revision Plan & Exam dbt-Analytics-Engineering Dumps

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dbt Labs dbt Analytics Engineering Certification Exam Sample Questions (Q278-Q283):

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