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| Section | Weight | Objectives |
|---|---|---|
| Debugging and Error Resolution | 15% | - Debugging techniques - Resolving data quality issues - Identifying modeling errors |
| dbt Models Governance | 15% | - Version control integration - Project organization and structure - Naming conventions and standards |
| Implementing dbt Tests | 10% | - Custom tests - Test configuration and execution - Built-in tests |
| Managing Data Pipelines | 15% | - CI/CD integration - Deployment strategies - Pipeline orchestration |
| Leveraging dbt State | 5% | - State-aware operations - State management |
| Creating and Maintaining Documentation | 10% | - Descriptions and metadata - Generating documentation - Documentation standards |
| Developing dbt Models | 20% | - Model optimization
|
| External Dependencies | 10% | - External sources integration - Using packages - Managing snapshots |
1. A non-technical user needs to access a specific table generated by your dbt project. Which of the following is the LEAST suitable option?
A) Set up a read-only connection to the database and guide them with SQL queries.
B) Share query results as a CSV file.
C) Grant them access to the output from dbt docs generate.
D) Create a dashboard in a Bl tool connected to your data warehouse.
2. (Multiple Select)
A) Defining a custom source in sources.yml that selects tables from the desired subdirectory.
B) Setting up tags strategically and using the -s flag when executing dbt commands.
C) Using dbt run -m to select models using a path pattern.
D) Configuring separate dbt projects for each subdirectory and running them independently.
3. Your dbt project is part of a larger application where code for multiple components is merged into a shared main branch. Conflicts are becoming frequent. Which strategies could help mitigate merge conflicts?
A) Establish clear ownership and responsibilities for different areas of the dbt project.
B) Encourage frequent merging of smaller feature branches into the main branch.
C) Develop a communication process to notify teammates when changes are made to potentially shared models or sources.
D) All of the above.
4. You're setting up a dbt project with a model that generates a large intermediate result. You're concerned about performance. Which approaches could be helpful?
A) Investigate database-specific features (e.g., temporary tables ) and refactor dbt logic to leverage them.
B) Schedule the model to run only during off-peak hours.
C) Use a staging schema for the intermediate model and adjust the job's materialization settings.
D) Deploy the dbt project to a smaller development environment to reduce processing overhead
5. You're ready to integrate your feature branch into the main branch. Which scenarios would necessitate a pull request and code review process?
A) In all dbt projects, pull requests should be mandatory.
B) You are the only contributor to the dbt project.
C) You are working in a collaborative team environment with established quality control practices.
D) You are working on a personal dbt project.
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: B,C | Question # 3 Answer: D | Question # 4 Answer: A,C | Question # 5 Answer: A,C |
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