dbt Labs dbt Analytics Engineering Certification : dbt-Analytics-Engineering exam

dbt Labs dbt-Analytics-Engineering Actual PDF
  • Exam Code: dbt-Analytics-Engineering
  • Exam Name: dbt Analytics Engineering Certification Exam
  • Updated: Jul 07, 2026
  • Q & A: 359 Questions and Answers
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dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. Collaborative Fix

A) All of the above.
B) Include updated model documentation (dbt docs) outlining the logic and reasons for adjustment.
C) Add clear commit messages that concisely summarize the purpose of the fix.
D) Open a pull request with detailed comments explaining the rationale for the changes and any potential side-effects.


2. (Multiple Select)

A) The source has multiple tables with related schemas requiring standardization.
B) The source data is sensitive and requires role-based access control.
C) You want to test different loading strategies for a large source table.
D) You need to apply custom column-level transformations to a raw source.


3. (Multiple Select)

A) If available, compare your schema.yml to a previous working version to spot problematic changes.
B) Refer to the dbt documentation for a comprehensive list of valid properties within schema files.
C) Introduce a global persist_docs setting within your dbt_project.yml file to resolve schema inconsistencies.
D) Utilize a YAML validator tool independently of dbt to check for general formatting errors.


4. (Multiple Select)

A) Enable email notifications on both job success and failure.
B) Schedule the job to run less frequently to avoid overloading the data warehouse.
C) Consider a CI/CD process that deploys new model changes to a pre-production environment for validation first.
D) Run dbt tests automatically as part of the job.


5. Security best practices dictate that data warehouse access should follow a "least privilege" principle. How would you implement this within dbt environments?

A) Restrict access to sensitive data in development and staging environments using encryption or masking techniques.
B) A combination of the above approaches.
C) Create separate data warehouse user accounts for development, staging, and production, each with minimal required permissions.
D) Leverage dbt's built-in grants mechanism to fine-tune object-level access within models.


Solutions:

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

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