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  1. Home
  2. dbt Labs Certification
  3. dbt-Analytics-Engineering Exam
  4. dbtLabs.dbt-Analytics-Engineering.v2026-11-13.q153 Dumps
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Question 11

You're reviewing a pull request and notice a subtle logic error that wasn't caught in automated tests. How do you best approach this within the code review?

Correct Answer: B
Providing constructive feedback guides the PR author toward a solution, facilitating improvement and knowledge sharing.
insert code

Question 12

You're merging changes from a feature branch into your main branch. Which of the following Git commands or strategies help keep a clean and easy-to-follow project history?

Correct Answer: D
A Merge commits preserve branch structure but can make history more complex. B: Rebasing creates a linear history, making it simpler to follow C: Squash merges combine multiple commits, simplifying the history of major features. The best approach depends on your team's preferences and the feature's complexity
insert code

Question 13

You're onboarding new developers to your dbt project. To simplify their setup, you want to provide a standard profiles.yml template. What should you consider when doing this?

Correct Answer: B,C,D
B promotes flexibility and security (avoids storing sensitive data). C demonstrates good practices. D enhances usability A is a major security risk!
insert code

Question 14

You're setting up a new dbt project on a recently provisioned data warehouse. What actions are essential before your initial development begins?

Correct Answer: D
A: Organization is key for maintainability and collaboration. B: Secure access is fundamental from the outset C: Visibility into job execution and resource usage is crucial.
insert code

Question 15

Given this dbt_project.yml:
name: "jaffle_shop"
version: "1.0.0"
config-version: 2
profile: "snowflake"
model-paths: ["models"]
macro-paths: ["macros"]
snapshot-paths: ["snapshots"]
target-path: "target"
clean-targets:
- "logs"
- "target"
- "dbt_modules"
- "dbt_packages"
models:
jaffle-shop:
+materialized: table
...and this warning when compiling your project:
[WARNING]: Configuration paths exist in your dbt_project.yml file which do not apply to any resources.
There are 1 unused configuration paths:
- models.jaffle-shop
What is the root cause?
A run hook in the jaffle_shop project was defined with an incorrect regular expression.

Correct Answer: B
The true root cause is not related to run hooks or regular expressions. The warning clearly indicates that dbt found a configuration path that does not match any actual model path inside the project. In this case, the config block uses the key models.jaffle-shop, which is incorrect because dbt model paths must match the folder structure and cannot contain hyphens unless the folder itself contains a hyphen. Since the project folder is named jaffle_shop (with an underscore), dbt cannot map the configuration to any model.
dbt evaluates configuration paths based on directory names under the models/ folder. A mismatch between the folder name and the configuration key causes dbt to ignore the configuration entirely. This results in the warning:
"Configuration paths exist in your dbt_project.yml file which do not apply to any resources." This warning is specifically triggered when dbt identifies unused configuration paths due to typos, incorrect nesting, or invalid identifiers. dbt does not interpret hyphens (-) as valid Python identifiers for resource names, so a config path like models.jaffle-shop will never be applied.
Therefore, the assertion that the cause is a "run hook with an incorrect regular expression" is incorrect. The actual root cause is that the configuration path uses the wrong name (jaffle-shop instead of jaffle_shop).
insert code
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