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| Section | Objectives |
|---|---|
| dbt Core Concepts | - Project structure and configuration
|
| Testing and Data Quality | - Built-in and custom tests
|
| Analytics Engineering Foundations | - SQL proficiency for analytics
|
| Documentation and Lineage | - Data lineage understanding
|
| Deployment and Orchestration | - Environments and workflows
|
1. dbt Model Snippet
A) The underlying data types of o.customer_id and c.customer_id mismatch.
B) The logic contained within a custom macro.
C) The ref() functions arent correctly resolving dependencies.
D) The presence of filters on the source fct_orders or dim_customers.
2. (Multiple Select)
A) Setting up tags strategically and using the -s flag when executing dbt commands.
B) Using dbt run -m to select models using a path pattern.
C) Defining a custom source in sources.yml that selects tables from the desired subdirectory.
D) Configuring separate dbt projects for each subdirectory and running them independently.
3. You need to parameterize a dbt model that filters data based on a country code. Which approach offers the BEST combination of flexibility and security?
A) Pass the country code as a CLI argument when executing dbt run.
B) Use environment variables in conjunction with Jinja to substitute the country code.
C) Build a dynamic query string entirely within a Jinja macro.
D) Create a seed file mapping country codes to filter values and reference it in the model.
4. (Multiple Select)
A) Your production database has stricter data type constraints than development.
B) You have accidentally granted write permissions to the production data source during testing.
C) Environment variables used for sensitive credentials are not set correctly in production.
D) Your development profile in dbt_projectyml has incorrect connection details.
5. A package you depend on has released a major update with breaking changes. How might you approach the migration?
A) Fork the package and maintain your own custom version indefinitely.
B) Pin the package to the older version in your packages.yml file and plan a controlled migration.
C) Review the release notes and the migration guide provided by the package maintainers.
D) Update your packages.yml to point to the new version and immediately refactor all your dependent models.
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: A,B | Question # 3 Answer: B | Question # 4 Answer: A,C | Question # 5 Answer: C |
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