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NEW QUESTION # 276
You're refactoring a complex SQL query into a dbt model. You notice that the model's output has significantly fewer rows than expected. Which of the following are potential causes?
Answer: B,C,D
Explanation:
All except D could limit the result set more than expected. Materialization settings impact how tables are built, not the SQL logic itself.
NEW QUESTION # 277
Which two code snippets result in a lineage line being shown in the DAG? Choose 2 options.
Answer: B,D
Explanation:
In dbt, the Directed Acyclic Graph (DAG) is created from model dependencies, which dbt identifies only through two mechanisms: the ref() function for referencing dbt models and the source() function for referencing declared sources. These functions are explicitly designed to tell dbt how models relate to each other so that dbt can track lineage, enforce build order, and generate documentation.
Option A, {{ source('source', 'table') }}, correctly references a declared source. Any model using source() establishes an upstream dependency on that source table. dbt will therefore draw a lineage line in the DAG from the source to the model.
Option B, {{ ref('stg_jaffle_shop__customers') }}, is the canonical way to reference another dbt model. ref() ensures dbt determines dependencies at compile time, and thus creates a DAG edge between this model and its parent.
The remaining options do not create lineage:
* C directly references a database object, which dbt cannot interpret as a dependency.
* D uses a Jinja variable unrelated to lineage.
* E is invalid, because source() requires two arguments: a source name and table name, not a dotted string.
Therefore, A and B are the only valid answers.
NEW QUESTION # 278
A raw source table undergoes periodic bulk updates that temporarily disrupt dependent models when they are running. Which of the following strategies might help prevent errors in these models? (Choose two)
Answer: B,D
Explanation:
Scheduling and snapshots help mitigate timing issues. Incremental models are useful generally but don't address this specific scenario. Retries might mask the disruption instead of resolving it.
NEW QUESTION # 279
You've added detailed descriptions to your sources.yml file. Which of the following scenarios would still necessitate adding descriptions directly within your model files?
Answer: A,B,C
Explanation:
A: Model descriptions allow for tailored explanations on how a source table is specifically used within the context of the model. B: Maintaining historical context of changes directly within the model can be valuable for traceability. C: Differing model use cases can warrant distinct descriptions for the same source table.
NEW QUESTION # 280
(Multiple Select)
Answer: A,B
Explanation:
model-paths and test-paths specify project directory structures- Options C would be within a model configuration, and D could be in a profile.
NEW QUESTION # 281
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