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dbt Labs dbt-Analytics-Engineering Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| dbt Core Concepts | - Models and materializations
|
| Analytics Engineering Foundations | - SQL proficiency for analytics
|
| Deployment and Orchestration | - Running dbt in production
|
| Testing and Data Quality | - Built-in and custom tests
|
| Documentation and Lineage | - Data lineage understanding
|
dbt Labs dbt Analytics Engineering Certification Sample Questions:
(Multiple Select)
- A. Indenting freshness incorrectly under the customers table.
- B. The error_after freshness check syntax.
- C. Misspelling "orders" as "orderes".
- D. Using an 's' at the end of tables.
Correct Answer: A,C 🗳️
Explanation: Only visible for Prep4pass members. You can sign-up / login (it's free).
A model fails with an error similar to:Numeric overflow converting to data type numeric(18,2)
- A. Incorrect ref() usage causing cyclical dependencies to occur-
- B. Missing permissions to write data to the target table in the warehouse.
- C. A timeout issue caused by the model exceeding resource limits.
- D. Data within a column exceeding the precision or scale of the defined data type
Correct Answer: D 🗳️
Explanation: Only visible for Prep4pass members. You can sign-up / login (it's free).
dbt Model Snippet:SQL
- A. Checking that the date_part() function is compatible with your database-
- B. Validating that the column names generated by the Jinja loop would be valid SQL identifiers.
- C. Ensuring the grains variable is defined in dbt_project.yml or a macro.
- D. Making sure the source table fct_orders contains the expected columns.
Correct Answer: C 🗳️
Explanation: Only visible for Prep4pass members. You can sign-up / login (it's free).
(Multiple Select)
- A. If macros reference raw tables, those dependencies might not be reflected in dbt's lineage graphs.
- B. Macros generally make dependency tracking easier by encapsulating logic.
- C. Macros can completely obfuscate dependencies, making them untraceable.
- D. If macros themselves have dependencies on other macros, this adds an extra layer to consider.
Correct Answer: A,D 🗳️
Explanation: Only visible for Prep4pass members. You can sign-up / login (it's free).
A colleague has introduced a new sensitive column into a source table. You need to update the dbt project documentation accordingly. Which of the following actions should you take?
- A. Update the source documentation and add references to that documentation in the appropriate model's YAML file
- B. Add a clear description of the sensitive column in its corresponding YAML file.
- C. Add the column description and tag it using a custom sensitive tag in the YAML file.
- D. Consult your organization's data governance policies and consider additional measures beyond simple documentation.
Correct Answer: A,C,D 🗳️
Explanation: Only visible for Prep4pass members. You can sign-up / login (it's free).
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