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dbt Labs dbt-Analytics-Engineering Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Analytics Engineering Foundations | - Modern data stack concepts (ELT vs ETL)
|
| Documentation and Lineage | - Data lineage understanding
|
| dbt Core Concepts | - Models and materializations
|
| Testing and Data Quality | - Built-in and custom tests
|
| Deployment and Orchestration | - Environments and workflows
|
dbt Labs dbt Analytics Engineering Certification Sample Questions:
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. Ensure the test SQL uses appropriate indexes in the underlying database.
- B. Rewrite the test using a dbt macro for better maintainability.
- C. Disable the test in production environments and run it only in development.
- D. Remove any redundant joins or subqueries from the test logic.
Correct Answer: A,D 🗳️
Explanation: Only visible for Exam4Free members. You can sign-up / login (it's free).
Which of the following scenarios would likely require you to use the -no-compile flag with the dbt docs generate command?
- A. You've made syntax errors in your model definitions and want to prevent documentation errors due to compilation failures.
- B. Running the documentation generation process in a production setting where compilation could introduce risks.
- C. Adding a new model and its corresponding description in your project.
- D. Updating existing column descriptions to reflect recent upstream changes.
Correct Answer: B 🗳️
Explanation: Only visible for Exam4Free members. You can sign-up / login (it's free).
You must exclude a specific model from being included in the generated documentation entirely. How would you achieve this?
- A. Add a dæs: {enabled: false} entry to the model's YAML configuration.
- B. Use the enabled flag in your dbt_projectyml file to control model inclusion.
- C. Remove all descriptions and tags associated with the model.
- D. Its not possible to exclude individual models; you can only exclude entire folders.
Correct Answer: B 🗳️
Explanation: Only visible for Exam4Free members. You can sign-up / login (it's free).
(Multiple Select)
- A. Run dbt Is to confirm that all dependencies for the macro and the model are resolved correctly.
- B. Check the generated column names in the compiled SQL to ensure they match existing columns in the data.
- C. Add {{ log(macros, info=true) statements within the macro to track how it executes-
- D. Implement unit tests specifically for the macro to validate its output under different inputs
Correct Answer: B,D 🗳️
Explanation: Only visible for Exam4Free members. You can sign-up / login (it's free).
(Multiple Select)
- A. Schema tests to confirm the existence of tables and columns.
- B. not_null and unique tests on primary key columns.
- C. Tests comparing the latest data against historical baselines.
- D. Tests checking for row count discrepancies between source systems and target tables.
Correct Answer: A,B,D 🗳️
Explanation: Only visible for Exam4Free members. You can sign-up / login (it's free).
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