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dbt Labs dbt Analytics Engineering Certification Exam Sample Questions (Q303-Q308):

NEW QUESTION # 303
Which two are true for a dbt retry command?
Choose 2 options.

Answer: A,E

Explanation:
The correct answers are B and E.
The dbt retry command was introduced to help developers quickly re-run only what failed in the prior dbt invocation. According to dbt documentation, dbt retry examines metadata from the previous execution, including the run results and the manifest.json, to determine which nodes failed. This aligns with Option E, as dbt uses the manifest to identify the models, tests, and other nodes that errored or were not executed successfully.
Option B is also correct because dbt retry works only when the previous run failed due to execution errors (e.
g., a warehouse failure or a logic error in SQL). If the failure was due to a syntax error that prevented dbt from compiling, there will be no valid manifest produced, so retry cannot execute. Thus, dbt retry can only re- run models when the previous failure occurred after successful compilation.
Options A and C are incorrect because retry does not run all nodes nor does it automatically pick up exactly where an execution stopped - instead, it runs failed and downstream unbuilt nodes as determined by the manifest. Option D is also incorrect; retry uses the execution metadata, not selectors, to determine what should run.


NEW QUESTION # 304
You write a macro to dynamically create a filter string and apply it within a model as follows:SQL

Answer: A

Explanation:
Nesting quotes within Jinja can be tricky. Review the macro's output for unintended formatting. The others are unlikely to cause this specific error.


NEW QUESTION # 305
You have a dbt model that performs complex aggregations. During development, you notice some models take excessively long to run, but they ultimately complete without errors. Which of the following might be true?

Answer: C,D

Explanation:
A and B are likely true. Models without errors can still signify potential scaling issues and inefficient logic. C is not necessarily true. Downstream models won't inherit performance issues unless they directly rely on the output of these slow models. D is false. dbt has optimization features, but they often require manual configuration, not automatic triggering.


NEW QUESTION # 306
You have complex dbt models involving incremental logic based on a timestamp column. To debug a production issue, you want to temporarily force a full rebuild of a specific incremental model. Which dbt command-line options could help?

Answer: A,C

Explanation:
A overrides the incremental setting project-wide. C allows the model to be 'tricked" into a full refresh. B is valid, but more work. D is risky and violates dbts workflow.


NEW QUESTION # 307
Which of the following are essential elements of a well-structured pull request description?

Answer: A,B,C

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 # 308
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