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dbt Labs dbt-Analytics-Engineering Exam Syllabus Topics:

dbt Labs dbt Analytics Engineering Certification Sample Questions:

1. You're considering adding workflow orchestration to manage dependencies between your dbt project, data loading tasks, and the triggering of downstream Bl updates. Which of the following types of tools would be most suitable for this?

A) CI/CD platforms
B) General-purpose workflow orchestration tools (e.g., Airflow, Prefect)
C) Data lineage tools
D) Data quality monitoring tools

2. You've updated a model's description in a YAML file to reflect a new business requirement. You've also added additional context to the column descriptions. After regenerating the documentation, you notice the model description has updated, but the column descriptions have not. What could be the most likely reasons?

A) The documentation was not configured correctly to display column descriptions.
B) The model's YAML file has incorrect syntax preventing column descriptions from rendering.
C) You forgot to run dbt docs generate after modifying the YAML file.
D) You are viewing an older cached version of the documentatiom

3. You're integrating a new dbt package and find its models conflict with naming conventions in your existing project. Which approach generally provides the most flexible solution?

A) Utilize the dbt_project.yml file to re-alias the models provided by the package.
B) Contact the package maintainers to request changes aligning with your conventions.
C) Override the package's macros and redefine them within your project.
D) Manually edit the SQL within the conflicting package models.

4. A project stakeholder requests access to an intermediate stage of a dbt transformation pipeline to validate specific calculations.
You need to weigh this request carefully because:

A) Exposing intermediate results can lead to premature analysis based on incomplete data.
B) Raw data, development data, and production data often have different levels of data quality, completeness, and timeliness.
C) All of the above-
D) Granting access to intermediate data may confuse stakeholders who are not familiar with the full transformation process-

5. A team member suggests building a dbt package for a set of reusable transformations your team frequently uses. When is this MOST likely a good idea?

A) The transformations are project-specific but used across multiple models.
B) The transformations are complex and involve domain-specific logic that might be beneficial to others.
C) You need to limit access to these transformations to a specific team within your organization.
D) The transformations are relatively simple and could be written as macros.

Solutions: