dbt Labs dbt-Analytics-Engineering : dbt Analytics Engineering Certification Exam

dbt-Analytics-Engineering real exams

Exam Code: dbt-Analytics-Engineering

Exam Name: dbt Analytics Engineering Certification Exam

Updated: Jun 03, 2026

Q & A: 359 Questions and Answers

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dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. (Multiple Select)

A) The level of detail needed in downstream reporting.
B) Existing model patterns within the project for consistency.
C) The desired frequency for updating the data
D) The number of users currently active on the data warehouse.


2. You try updating a column description using its corresponding YAML file. After regenerating the docs, the update doesn't appear. Which of the following might be the cause?

A) Your browser is aggressively caching the documentation site.
B) Changes in column descriptions only update the database schema, not the project documentation.
C) There could be a syntax error within the updated description that dbt is silently ignoring.
D) The column description might need additional configuration with a test for it to render in the docs.


3. You're collaborating on a project where team members have varying levels of dbt experience. How can you use the dbt_project.yml to help standardize practices?

A) Include a docs: section with detailed descriptions of core models and transformations.
B) Define custom macros in the project file to encapsulate commonly used SQL patterns.
C) Set up pre-commit hooks within the project file to enforce linting and formatting rules.
D) Configure project-level tests to ensure adherence to data quality standards.


4. A performance-critical model depends on multiple complex transformations that would benefit from being pre-computed. Direct querying of this model should be as fast as possible. Which materialization is likely the best choice?

A) Table
B) Incremental
C) View
D) Ephemeral


5. Your dbt project pulls data from a SaaS application using a third-party adapter. You observe performance issues. Where might you start optimizing?

A) Check your dbt_project.yml for project-level performance settings.
B) Investigate the third-party adapter's settings or documentation for potential bottlenecks.
C) Configure the source as an incremental materialization within your project file.
D) Review the source definitions to see if unnecessary data is being selected.


Solutions:

Question # 1
Answer: A,C
Question # 2
Answer: A,C
Question # 3
Answer: D
Question # 4
Answer: A
Question # 5
Answer: B

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