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- Total Questions: 359
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dbt Labs dbt-Analytics-Engineering Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Deployment and Orchestration | 15% | - Jobs and scheduling in dbt Cloud - Environments (dev, staging, prod) - Git version control integration - CI/CD with dbt Cloud |
| Topic 2: dbt Fundamentals | 15% | - dbt project structure - dbt workflow and best practices - dbt Core vs dbt Cloud |
| Topic 3: Data Transformation Techniques | 25% | - Refactoring and incremental models - Macros and packages - Jinja templating - Common table expressions and subqueries |
| Topic 4: Models | 25% | - Seeds - Sources and references - Snapshots - Writing and managing SQL models - Materializations (table, view, ephemeral, incremental) |
| Topic 5: Testing and Documentation | 20% | - Documentation generation - Custom data tests - Schema tests (unique, not_null, accepted_values, relationships) - dbt docs and DAG visualization |
dbt Labs dbt Analytics Engineering Certification Sample Questions:
You introduce a custom macro into your project. This is a snippet of your dbt_project.yml:YAML
- A. The macro's name should only be 'trim', without the 'string_utils' prefix.
- B. You must place the macros directory within the root of your dbt project.
- C. The .sql extension on the file within the macros directory is incorrect.
- D. The macro_paths configuration in your dbt_project.yml might be incorrect or missing.
Correct Answer: D 🗳️
Explanation: Only visible for Fast2test members. You can sign-up / login (it's free).
You've added a new exposure to your project, but it doesn't appear in dbt docs. Here's part of your dbt_project.yml:YAML
- A. You haven't run dbt docs serve after making changes to your project file.
- B. Exposures of type 'notebook' are not automatically detected by dbt docs generate.
- C. The owner property is not correctly formatted as an email address.
- D. The maturity property is missing within your exposure's configuration.
Correct Answer: B 🗳️
Explanation: Only visible for Fast2test members. You can sign-up / login (it's free).
You're considering using dbt's --store-failures flag when running tests. Which of the following are potential implications of using this flag?
- A. Successful models will not be rebuilt if downstream dbt tests are marked as failures.
- B. Troublesl-ming failing tests will become easier, as data related to the failure is persisted.
- C. The overall dbt test command may run faster-
- D. This flag alters how dbt calculates test results
Correct Answer: B 🗳️
Explanation: Only visible for Fast2test members. You can sign-up / login (it's free).
You've created a macro to display upstream dependencies differently from downstream dependencies in the DAG. However, after re-generating the documentation, the visualization doesn't seem to have changed. What should you investigate?
- A. Update the cache expiration settings of your web browser.
- B. Verify that your web browser supports the CSS and JavaScript used for custom DAG styling.
- C. The built-in DAG functionality might have limitations preventing this type of customization.
- D. Ensure the macro is named correctly and located in the appropriate directory (macros folder) of your dbt project.
Correct Answer: B,C,D 🗳️
Explanation: Only visible for Fast2test members. You can sign-up / login (it's free).
You have a model that assumes an input dataset will always be sorted by a particular column. Unfortunately, this is not always true. What might be the best way to make your model more robust?
- A. Accept that this is a source data issue and cannot be addressed within dbt.
- B. Add an explicit ORDER BY clause to the start of your model's SQL.
- C. Implement a custom test to fail the model whenever the sorting assumption is violated.
- D. Increase memory allocated to your data warehouse in hopes the sorting happens by default.
Correct Answer: B,C 🗳️
Explanation: Only visible for Fast2test members. You can sign-up / login (it's free).
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