- Exam Code: dbt-Analytics-Engineering
- Exam Name: dbt Analytics Engineering Certification Exam
- Certification Provider: dbt Labs
- Corresponding Certification:Analytics Engineers
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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 - Git version control integration - CI/CD with dbt Cloud - Environments (dev, staging, prod) |
| Topic 2: Testing and Documentation | 20% | - Documentation generation - dbt docs and DAG visualization - Schema tests (unique, not_null, accepted_values, relationships) - Custom data tests |
| Topic 3: Data Transformation Techniques | 25% | - Refactoring and incremental models - Jinja templating - Common table expressions and subqueries - Macros and packages |
| Topic 4: Models | 25% | - Seeds - Sources and references - Materializations (table, view, ephemeral, incremental) - Writing and managing SQL models - Snapshots |
| Topic 5: dbt Fundamentals | 15% | - dbt Core vs dbt Cloud - dbt workflow and best practices - dbt project structure |
dbt Labs dbt Analytics Engineering Certification Sample Questions:
1. 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?
A) git log
B) git diff
C) git show
D) git status
2. You've defined several source models using .yml files within your models directory. When you run dbt compile, they don't appear in the DAG visualization. What's the MOST likely cause?
A) The source tables are missing appropriate permissions in your database.
B) You haven't explicitly configured these sources in your dbt_project.yml file.
C) You haven't used the ref() function correctly within your source models.
D) The source definitions require additional schema tests to be valid.
3. 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) The built-in DAG functionality might have limitations preventing this type of customization.
B) Verify that your web browser supports the CSS and JavaScript used for custom DAG styling.
C) Ensure the macro is named correctly and located in the appropriate directory (macros folder) of your dbt project.
D) Update the cache expiration settings of your web browser.
4. You've added detailed descriptions to your sources.yml file. Which of the following scenarios would still necessitate adding descriptions directly within your model files?
A) If the source table undergoes a schema change, and you want to document these changes historically within the model.
B) You always need both source and model-level descriptions for complete documentation.
C) If you want to provide additional context or logic specific to how a source is used within that model.
D) If different models utilize the same source table for different purposes.
5. You're collaborating on a branch and need to temporarily switch to a different branch to address an urgent hotfix. Which Git command allows you to save your current uncommitted work without interrupting the changes on your active branch?
A) git reset
B) git push
C) git stage
D) git stash
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: B | Question # 3 Answer: A,B,C | Question # 4 Answer: A,C,D | Question # 5 Answer: D |
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