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| Section | Objectives |
|---|---|
| Topic 1: Deployment and Orchestration | - Environments and workflows
|
| Topic 2: Analytics Engineering Foundations | - Modern data stack concepts (ELT vs ETL)
|
| Topic 3: dbt Core Concepts | - Models and materializations
|
| Topic 4: Documentation and Lineage | - dbt documentation system
|
| Topic 5: Testing and Data Quality | - Data validation strategies
|
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NEW QUESTION # 48
You define a source and later try to reference it. Compilation fails with: "Model depends on a node named 'my source' which was not found". What are some likely causes?
Answer: B
Explanation:
Dependency issues can manifest like this. Check your source configuration, the source() usage, and even your project's file paths.
NEW QUESTION # 49
You want to compare the current version of a file in your working directory to the most recently committed version. Which Git command would be most helpful?
Answer: B
Explanation:
git diff shows line-by-line differences between versions, letting you compare your working version to the committed one (HEAD).
NEW QUESTION # 50
You want to include a detailed lineage diagram in your project documentation. Which of these approaches would you likely consider?
Answer: A,C,D
Explanation:
A: For basic needs, a manual approach might be sufficient C: Custom macros provide flexibility in how the lineage is presented. D: Specialized packages offer advanced lineage visualization capabilities-
NEW QUESTION # 51
You run the command:
dbt test --select 'test_type:singular'
What will the command run?
Options shown:
Answer: A
Explanation:
In dbt, singular tests are custom SQL tests that live as standalone .sql files inside the root /tests directory, not inside /tests/generic. A singular test returns rows that indicate failure, and dbt runs the SQL directly as written. Generic tests, on the other hand, live inside the /tests/generic folder and are YAML-based macro- driven tests.
From your test folder structure (shown in the original screenshot), the following SQL files exist:
Inside /tests/generic/
* furniture_customers_test.sqlThis file is a generic test, not singular.
Inside the root /tests directory:
* macro_stg_tpch_orders_assert_pos_price.sql
* macro_stg_tpch_suppliers_assert_pos_acct_bal.sql
* stg_tpch_orders_assert_positive_price.sql
These are singular tests, because they are standalone SQL files in the tests root folder.
When you run:
dbt test --select 'test_type:singular'
dbt filters for only tests classified as singular. It ignores generic tests entirely.
Therefore, only the following 3 tests will run:
* macro_stg_tpch_orders_assert_pos_price
* macro_stg_tpch_suppliers_assert_pos_acct_bal
* stg_tpch_orders_assert_positive_price
This matches Option C, making it the correct answer.
NEW QUESTION # 52
A colleague asks, "Every time I make changes to my dbt_project.yml I have to wait for errors during dbt compile. Is there a better way?" What would you suggest?
Answer: D
Explanation:
Linters provide real-time feedback. Schema tests are useful but don't prevent all YAML issues. Memorization and manual checks are tedious-
NEW QUESTION # 53
......
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