Try and practice the latest dbt Labs : dbt-Analytics-Engineering real questions & answers
Updated: Jul 09, 2026
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dbt Labs dbt Analytics Engineering Certification Sample Questions:
1. dbt Model Snippet
A) The ref() functions arent correctly resolving dependencies.
B) The underlying data types of o.customer_id and c.customer_id mismatch.
C) The presence of filters on the source fct_orders or dim_customers.
D) The logic contained within a custom macro.
2. You've defined a complex custom singular test. While testing it initially on a development dataset, it times out. Which optimization techniques might be worth trying?
A) Disable the test in production environments and run it only in development.
B) Remove any redundant joins or subqueries from the test logic.
C) Ensure the test SQL uses appropriate indexes in the underlying database.
D) Rewrite the test using a dbt macro for better maintainability.
3. (Multiple Select)
A) Inspect the manifest.json file.
B) Jinja templating
C) Use the dbt debug command.
D) Write a custom Python script to parse dbt models.
E) dbt docs
F) dbt test
G) Snapshots
H) Manually examine the compiled SQL files.
I) ref() and source() functions
4. You've created a complex lineage macro, and you want to include unit tests for the macro logic itself. How might you approach this?
A) Utilize dbt's built-in macro testing framework.
B) Write a Jinja script that programmatically tests various input/output scenarios of your macro.
C) Include test cases for the macro within your model-level schema.yml files.
D) Currently, there is no standard way to directly unit test macros within a dbt project
5. (Multiple Select)
A) Your tests are likely configured to raise warnings rather than cause true errors.
B) Tests must be explicitly included in a model's test property for them to block model creation.
C) Your dbt run command includes flags that override failing tests.
D) A 'post-hook' in your project configuration automatically fixes the issues flagged by tests.
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: B,C | Question # 3 Answer: B,E,I | Question # 4 Answer: B | Question # 5 Answer: A,C |
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