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dbt Labs dbt-Analytics-Engineering Exam Syllabus Topics:

Section	Objectives
Topic 1: Testing and Data Quality	- Data validation strategies 1. Schema testing practices 2. CI-based validation workflows - Built-in and custom tests 1. Custom SQL tests 2. Generic tests (unique, not null, relationships)
Topic 2: Documentation and Lineage	- dbt documentation system 1. Model descriptions and metadata 2. Auto-generated docs site - Data lineage understanding 1. Dependency tracking with ref() 2. Directed acyclic graph (DAG)
Topic 3: dbt Core Concepts	- Project structure and configuration 1. Packages and dependencies 2. dbt_project.yml configuration - Models and materializations 1. Ref and source functions 2. Views, tables, incremental models
Topic 4: Deployment and Orchestration	- Environments and workflows 1. Development vs production environments 2. Version control with Git - Running dbt in production 1. dbt Cloud and job scheduling 2. CI/CD integration patterns
Topic 5: Analytics Engineering Foundations	- Modern data stack concepts (ELT vs ETL) 1. Role of dbt in analytics engineering 2. Warehouse-centric transformation workflows - SQL proficiency for analytics 1. Joins, aggregations, and window functions 2. Data modeling in SQL

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dbt Labs dbt Analytics Engineering Certification Exam Sample Questions (Q179-Q184):

NEW QUESTION # 179
You encounter the following error when running dbt compile:Runtime Error in model customer _ churn (models/transformations/customer_churn.sql)

A. The fct_orders model depends on other models that haven't compiled successfully.
B. There's a typo in how you're referencing the fct_orders object in your SQL.
C. The fct_orders source is not configured correctly in your dbt_project.yml file.
D. You need to add a schema test to validate the existence of the fct orders table.

Answer: B

Explanation:
Explanation: This is a runtime error indicating incorrect usage of fct_orders. Options A and C could cause errors but of a different nature. Schema tests won't fix a referencing error.

NEW QUESTION # 180
You've added a new exposure to your project, but it doesn't appear in dbt docs. Here's part of your dbt_project.yml:YAML

A. Exposures of type 'notebook' are not automatically detected by dbt docs generate.
B. The maturity property is missing within your exposure's configuration.
C. The owner property is not correctly formatted as an email address.
D. You haven't run dbt docs serve after making changes to your project file.

Answer: A

Explanation:
dbt docs primarily works with model-based exposures. The others might be issues in specific cases, but check the exposure type first.

NEW QUESTION # 181
(Multiple Select)

A. Implementing more rigorous access controls and auditing procedures.
B. Using credentials with appropriate permissions (likely read-only) to access production data sources.
C. Potentially running on a different data warehouse or with different database settings.
D. Scheduling models to run outside normal business hours to reduce resource contention.

Answer: A,B,C

Explanation:
A reflects the increased security needs of production environments. B allows scaling or optimization based on workload. C prevents accidental changes in production. D is a strategy, but not a fundamental difference.

NEW QUESTION # 182
You're refactoring a project with long model files containing intertwined logic. Which of the following is NOT a typical sign of a good candidate for applying modularity principles?

A. The same SQL patterns are repeated with minor variations.
B. Renaming code blocks would improve readability.
C. Portions of the logic form distinct conceptual steps in the transformation process.
D. The models are relatively small and perform simple transformations.

Answer: D

Explanation:
Small and simple models might already be sufficiently modular. The other options signal that refactoring into reusable components would be beneficial.

NEW QUESTION # 183
You want to configure dbt to prevent tests from running if one or more of their parent models is unselected.
Which test command should you execute?
Choose 1 option.

A. dbt test --select "orders"
B. dbt test --select "orders" --indirect-selection=cautious
C. dbt test --select "orders" --indirect-selection=buildable
D. dbt test --select "orders" --indirect-selection=empty

Answer: D

Explanation:
The correct answer is A: dbt test --select "orders" --indirect-selection=empty".
In dbt, the --indirect-selection flag controls how dbt handles indirectly related resources during selection, such as tests whose parent models may or may not be selected. By default, dbt may include related resources depending on the selection behavior.
indirect-selection=empty is the strictest form of selection. It means that dbt will not run tests whose parent models are not explicitly selected, even if the tests are indirectly related. This prevents executing tests on models that you did not intend to build or include in your workflow, ensuring test execution is tightly scoped.
Other options behave differently:
* Option B (no indirect-selection flag) uses dbt's default behavior, which does include related tests, meaning tests could run even when their parent models were not selected.
* Option C: buildable includes resources that can be built (e.g., when downstream dependencies require them).
* Option D: cautious runs tests if their parents are selected transitively through dependencies.
Therefore, to prevent tests from running when parent models are unselected, you must use --indirect- selection=empty, making A the correct choice.

NEW QUESTION # 184
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