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dbt Labs dbt Analytics Engineering Certification Sample Questions:
1. (Multiple Select)
A) Using SELECT * to include all columns dynamically
B) Nesting multiple correlated subqueries within a single query_
C) Leveraging window functions to calculate values across rows or groups.
D) Writing custom macros to encapsulate frequently used SQL logic.
2. You get a warning during dbt run:WARNlNG: Found 100 rows in 'stg_customers' that will become duplicates in the 'dim_customers' target.
A) Increase the memory allocated for the database to handle the large number of duplicates.
B) It's safe to ignore this warning, as de-duplication is handled automatically by dbt.
C) Update the stg_customers source definition to include filtering logic to remove duplicate rows.
D) Investigate your dim_customers modeling logic to ensure a unique key is correctly used to prevent duplicates.
3. You're getting inconsistent errors when adding new models in your dbt_project.yml. You suspect typos or indentation issues. How can you proactively improve this situation?
A) Use a code editor or IDE with YAML-specific linting and auto-formatting support.
B) Set up a pre-commit hook that runs a YAML validation script before committing changes.
C) All of the above.
D) Write tests covering various aspects of dbt_project.yml to proactively catch errors.
4. A team member proposes directly joining multiple raw source tables into a single large model for convenience.
Which of the following is a potential long-term consequence of this approach?
A) Maintenance complexity increases as business logic or source tables change.
B) Your DAG might inadvertently develop circular dependencies.
C) The dbt test command might run slower due to the complex join logic.
D) Incremental materialization strategies would no longer be applicable.
5. You're setting up a new dbt project and want to customize the naming of compiled objects in the data warehouse. Which section of the dbt_project.yml file is the most relevant?
A) seeds:
B) snapshots:
C) vars:
D) models:
Solutions:
| Question # 1 Answer: A,B | Question # 2 Answer: D | Question # 3 Answer: C | Question # 4 Answer: A | Question # 5 Answer: D |






