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dbt Labs dbt-Analytics-Engineering Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Deployment and Orchestration | 15% | - Environments (dev, staging, prod) - Jobs and scheduling in dbt Cloud - Git version control integration - CI/CD with dbt Cloud |
| Data Transformation Techniques | 25% | - Common table expressions and subqueries - Jinja templating - Refactoring and incremental models - Macros and packages |
| Models | 25% | - Sources and references - Seeds - Snapshots - Materializations (table, view, ephemeral, incremental) - Writing and managing SQL models |
| Testing and Documentation | 20% | - Custom data tests - Documentation generation - Schema tests (unique, not_null, accepted_values, relationships) - dbt docs and DAG visualization |
| dbt Fundamentals | 15% | - dbt workflow and best practices - dbt Core vs dbt Cloud - dbt project structure |
dbt Labs dbt Analytics Engineering Certification Sample Questions:
You're setting up a new dbt project on a recently provisioned data warehouse. What actions are essential before your initial development begins?
- A. Configuring monitoring and alerting to track data warehouse usage and events related to dbt jobs
- B. Establishing access controls and user roles specific to the dbt project's requirements.
- C. Defining and implementing a schema and naming conventions for your dbt models within the data warehouse.
- D. All of the above
Correct Answer: D 🗳️
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You're working on a dbt project in a development environment where compute resources are limited. You want to prototype a new model quickly without incurring high materialization overhead. Which materialization would be most suitable for this?
- A. Incremental
- B. Table
- C. Ephemeral
- D. Snapshot
Correct Answer: C 🗳️
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Several of your users report that dashboards built on top of your dbt models are intermittently displaying stale dat a. Which of the following might be a potential cause?
- A. There are dependency issues in your DAG affecting execution order.
- B. Source freshness checks are configured incorrectly, allowing older data to be processed
- C. All of the above.
- D. Some models have incorrect materializations, causing them to not update when expected
Correct Answer: C 🗳️
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(Multiple Select)
- A. Using dbt run -m to select models using a path pattern.
- B. Defining a custom source in sources.yml that selects tables from the desired subdirectory.
- C. Setting up tags strategically and using the -s flag when executing dbt commands.
- D. Configuring separate dbt projects for each subdirectory and running them independently.
Correct Answer: A,C 🗳️
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You need to set up a production-like environment for load testing and performance tuning of dbt models. How might you approach the resource allocation and provisioning of this environment?
- A. Write dbt macros that artificially increase dataset sizes in development for simulating load.
- B. Create a CI/CD job that dynamically scales a cloned production environment for the test, then scales it back down.
- C. Run performance tests directly against production during a designated off-peak period.
- D. Partner with your data infrastructure team to get guidance based on their experience.
Correct Answer: B,D 🗳️
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