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| Section | Weight | Objectives |
|---|---|---|
| Testing and Documentation | 20% | - dbt docs and DAG visualization - Documentation generation - Custom data tests - Schema tests (unique, not_null, accepted_values, relationships) |
| Models | 25% | - Writing and managing SQL models - Materializations (table, view, ephemeral, incremental) - Snapshots - Sources and references - Seeds |
| dbt Fundamentals | 15% | - dbt workflow and best practices - dbt project structure - dbt Core vs dbt Cloud |
| Data Transformation Techniques | 25% | - Jinja templating - Common table expressions and subqueries - Refactoring and incremental models - Macros and packages |
| Deployment and Orchestration | 15% | - Git version control integration - CI/CD with dbt Cloud - Jobs and scheduling in dbt Cloud - Environments (dev, staging, prod) |
(Multiple Select)
Correct Answer: B,C 🗳️
Explanation: Only visible for TroytecDumps members. You can sign-up / login (it's free).
You typically use dbt run to execute your project. However, you want to trigger a refresh of only models that depend on newly updated source dat a. How could you achieve this?
Correct Answer: A,D 🗳️
Explanation: Only visible for TroytecDumps members. You can sign-up / login (it's free).
You're working with a model that aggregates data across many countries. Which assumption about the data might be especially important to test for and handle in your model logic?
Correct Answer: B,C,D 🗳️
Explanation: Only visible for TroytecDumps members. You can sign-up / login (it's free).
You need to create a model that combines data from a large fact table with smaller dimension tables. Performance is paramount, and the data in the fact table updates incrementally but frequently. Which materialization strategy is likely to provide the optimal balance of efficiency and freshness?
Correct Answer: A 🗳️
Explanation: Only visible for TroytecDumps members. You can sign-up / login (it's free).
You want to display the runtime metrics (e.g., execution time) of each model directly on the DAG node. Which challenges might you face when implementing this?
Correct Answer: D 🗳️
Explanation: Only visible for TroytecDumps members. You can sign-up / login (it's free).
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