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dbt Labs dbt Analytics Engineering Certification Sample Questions:
1. You implement dbt tests to monitor data quality over time. Which of the following scenarios could these tests potentially help you detect?
A) An unexpected spike in web traffic leading to invalid data entries in your source system-
B) Gradual degradation in source data completeness due to an API rate limit being reached
C) An accidental schema change by someone working outside of your dbt project-
D) Performance issues in your data warehouse impacting the speed of dbt model updates.
2. 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.
3. 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) Updating existing column descriptions to reflect recent upstream changes.
C) Running the documentation generation process in a production setting where compilation could introduce risks.
D) Adding a new model and its corresponding description in your project.
4. You introduce a custom macro into your project. This is a snippet of your dbt_project.yml:YAML
A) You must place the macros directory within the root of your dbt project.
B) The macro's name should only be 'trim', without the 'string_utils' prefix.
C) The macro_paths configuration in your dbt_project.yml might be incorrect or missing.
D) The .sql extension on the file within the macros directory is incorrect.
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) models:
D) vars:
Solutions:
| Question # 1 Answer: A,B,C | Question # 2 Answer: B | Question # 3 Answer: C | Question # 4 Answer: C | Question # 5 Answer: C |
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