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Updated: Jun 23, 2026
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dbt Labs dbt Analytics Engineering Certification Sample Questions:
1. You're working with a dbt project in both development and production environments.
Which configuration technique is best suited to handle differences in database connection details between these environments?
A) Create separate branches for each environment and maintain different dbt_project.yml files in each branch.
B) Utilize environment variables in conjunction with the profiles.yml file.
C) Use the target flag when running dbt commands.
D) Define multiple profile sections within the dbt_project.yml
2. You have a dbt macro that generates a list of models to execute dynamically. Which dbt command should you use in conjunction with this macro to actually run those models?
A) dbt debug to step through model execution while using the macro's output
B) dbt build to create a task graph, extracting model nodes, and running them as needed.
C) dbt parse to pre-compile the project graph, allowing model selection by reference.
D) dbt Is to retrieve project metadata and feed it into your custom execution logic.
3. Regular test runs reveal inconsistent and intermittent test failures, despite no obvious changes to models or source dat a. What debugging strategies might you use?
A) Examine data warehouse performance metrics for resource constraints during test runs.
B) Use dbfs logging feature to add detailed output to the test execution.
C) Temporarily switch to a more consistent testing environment.
D) Consider if external dependencies used within dbt tests are themselves unstable.
4. Your dbt_project.yml contains the following: YAML
A) No error: This is a valid configuration-
B) Runtime Error: Incorrectly specifying materialization within a nested YAML structure-
C) Compilation Error: Using "+" to indicate nested configuration is incorrect in -yml files.
D) Compilation Error: Invalid indentation causing a YAML parsing issue.
5. You write a macro to dynamically create a filter string and apply it within a model as follows:SQL
A) You cannot dynamically apply filters using Jinja; they must be hardcoded in your model's SQL.
B) The macro templating incorrectly nests single and double quotes.
C) The database doesn't support comparison of the data type of the region column with a string value.
D) The generate_filter macro should be placed within a separate macros directory, not inline in the model.
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: C | Question # 3 Answer: A,B,D | Question # 4 Answer: D | Question # 5 Answer: B |
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