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| Section | Weight | Objectives |
|---|---|---|
| Data Transformation Techniques | 25% | - Jinja templating - Refactoring and incremental models - Common table expressions and subqueries - Macros and packages |
| dbt Fundamentals | 15% | - dbt project structure - dbt workflow and best practices - dbt Core vs dbt Cloud |
| Models | 25% | - Materializations (table, view, ephemeral, incremental) - Snapshots - Sources and references - Writing and managing SQL models - Seeds |
| Testing and Documentation | 20% | - Documentation generation - Schema tests (unique, not_null, accepted_values, relationships) - Custom data tests - dbt docs and DAG visualization |
| Deployment and Orchestration | 15% | - Git version control integration - Environments (dev, staging, prod) - CI/CD with dbt Cloud - Jobs and scheduling in dbt Cloud |
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NEW QUESTION # 138
You have a time-sensitive incremental model that must run as quickly as possible whenever new data arrives. What dbt feature or configuration might be crucial for optimization?
Answer: C,D
Explanation:
A materially affects how the model is built. C avoids the overhead of running other models. B depends on warehouse concurrency limits. D might be needed, but the choice in A is more fundamental to performance.
NEW QUESTION # 139
You're considering using dbt's --store-failures flag when running tests. Which of the following are potential implications of using this flag?
Answer: B
Explanation:
A is the primary purpose of -store-failures. B is not how dependencies work in dbt. C is unlikely as additional data storage is involved. D is not the case; it influences preservation of data associated with the test, not its logic.
NEW QUESTION # 140
Which command materializes my_model and only its first-degree parent model(s) in the data platform?
Choose 1 option.
Answer: C
Explanation:
The correct answer is D: dbt run --select +1 my_model.
In dbt's selection syntax, the + operator is used to include parents (upstream) and/or children (downstream) of a given node. When used as +my_model or my_model+, it means "include all ancestors" or "all descendants" respectively, with no limit on depth.
To limit how many levels of parents or children are included, dbt allows a numeric depth between the + and the resource name. +1 my_model (or my_model+1) means:
* Select my_model
* Plus only its first-degree parents (direct dependencies), and no further ancestors.
Because you want to materialize the models, you must use dbt run, not dbt compile. dbt compile only compiles SQL and does not create or update relations in the data platform.
So:
* Option A (dbt run --select +my_model) would include all upstream ancestors, not just first-degree parents.
* Options B and E use compile, so they don't materialize.
* Option C is just syntactically wrong.
Therefore, the only command that both runs models and limits selection to my_model plus its first-degree parents is dbt run --select +1 my_model.
NEW QUESTION # 141
You encounter an unexpected dbt run error. Rather than re-running all models, you want to resume from the point of failure. Which of the following, if any, might allow for this?
Answer: B
Explanation:
C can retry in event of transient errors, but not fundamental code problems. The rest are incorrect dbt typically isn't resumable mid-job.
NEW QUESTION # 142
Which of the following are essential elements of a well-structured pull request description?
Answer: A,B,D
Explanation:
A: Clear titles aid quick understanding of the PRs purpose. C: Explanations help reviewers and future developers understand the thought process behind the code. D: Issue references create traceability and context.
NEW QUESTION # 143
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