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dbt Labs dbt-Analytics-Engineering Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Analytics Engineering Foundations | - Modern data stack concepts (ELT vs ETL)
|
| Testing and Data Quality | - Built-in and custom tests
|
| Deployment and Orchestration | - Running dbt in production
|
| Documentation and Lineage | - Data lineage understanding
|
| dbt Core Concepts | - Project structure and configuration
|
dbt Labs dbt Analytics Engineering Certification Sample Questions:
You frequently need to debug model failures mid-DAG during development. Which of the following dbt features would be MOST helpful in this scenario?
- A. The dbt run -fail-fast flag
- B. Macros for modularizing SQL code
- C. dbt snapshots
- D. The dbt test command
Correct Answer: A 🗳️
Explanation: Only visible for DumpsTorrent members. You can sign-up / login (it's free).
You've implemented a macro to standardize descriptions across a set of models. After updating the macro and regenerating docs, the changes don't seem to be reflected. What could be the cause?
- A. The documentation generator is caching the old version of the macro.
- B. Changes to macros sometimes require a full re-compilation of all models for the updates to take effect in the documentation.
- C. The macro might only be applied to specific model types.
- D. Your macro implementation has a subtle logic error.
Correct Answer: A,B,D 🗳️
Explanation: Only visible for DumpsTorrent members. You can sign-up / login (it's free).
(Multiple Select)
- A. You've refactored a core model and need to quickly validate its output and downstream dependencies.
- B. There's an urgent request to update a single dashboard, and you know the exact subset of models to re-run.
- C. A critical upstream data source has been delayed, and you only want to refresh dependent models once the data arrives.
- D. You need to temporarily disable a computationally expensive model that isnt critical for daily reporting.
Correct Answer: A,B,C 🗳️
Explanation: Only visible for DumpsTorrent members. You can sign-up / login (it's free).
A team member has opened a pull request, but conflicts arise when you attempt to merge it. Which of the following are essential steps in the conflict resolution process?
- A. Manually edit the affected files in your favorite text editor to resolve the differences.
- B. All of the above.
- C. Communicate with your team member to understand the intent behind the conflicting changes.
- D. Utilize Git's built-in merge conflict markers to identify areas of disagreement
Correct Answer: B 🗳️
Explanation: Only visible for DumpsTorrent members. You can sign-up / login (it's free).
You are using seeds in your dbt project for static data lookups. During a dbt seed run, you encounter an error indicating a duplicate primary key value. What are the likely consequences?
- A. The entire dbt seedoperation will roll back, leaving no seed data updated.
- B. Models directly referencing the problematic seed will fail during the next dbt run.
- C. Existing seed data will remain, but records with the conflict will not be inserted.
- D. Seed data is considered non-essential, and the dbt seed command will complete with a warning.
Correct Answer: A,B 🗳️
Explanation: Only visible for DumpsTorrent members. You can sign-up / login (it's free).
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