Last Updated: Oct 07, 2026
No. of Questions: 359 Questions & Answers with Testing Engine
Download Limit: Unlimited
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| Certification Vendor: | dbt Labs |
|---|---|
| Exam Name: | dbt Analytics Engineering Certification Exam |
| Exam Number: | dbt-Analytics-Engineering |
| Exam Duration: | 120 minutes |
| Exam Price: | 200 USD |
| Certificate Validity Period: | 2 years |
| Related Certifications: | dbt Architect Certification |
| Exam Format: | Multiple choice, Online proctored |
| Available Languages: | English |
| Real Exam Qty: | 65 |
| Passing Score: | 65% |
| Recommended Training: | dbt Certification Study Guide dbt Official Documentation |
| Exam Registration: | Official Registration Page |
| Sample Questions: | DOWNLOAD DEMO |
| Exam Way: | Online, remotely proctored; delivered via Caveon testing platform |
| Pre Condition: | SQL proficiency recommended; 6+ months practical experience with dbt Core or dbt Cloud suggested; no mandatory prerequisites |
| Official Syllabus URL: | https://www.getdbt.com/certifications/analytics-engineer-certification-exam |
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Developing dbt Models | 20% | - Model optimization
|
| Topic 2: Creating and Maintaining Documentation | 10% | - Documentation standards - Generating documentation - Descriptions and metadata |
| Topic 3: dbt Models Governance | 15% | - Project organization and structure - Naming conventions and standards - Version control integration |
| Topic 4: Debugging and Error Resolution | 15% | - Identifying modeling errors - Resolving data quality issues - Debugging techniques |
| Topic 5: Managing Data Pipelines | 15% | - CI/CD integration - Pipeline orchestration - Deployment strategies |
| Topic 6: Implementing dbt Tests | 10% | - Test configuration and execution - Built-in tests - Custom tests |
| Topic 7: Leveraging dbt State | 5% | - State-aware operations - State management |
| Topic 8: External Dependencies | 10% | - Managing snapshots - Using packages - External sources integration |
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Download immediately after purchase — no waiting. Upon successful payment, our system sends the dbt-Analytics-Engineering materials to your mailbox automatically, usually within about a minute; open the attachments or use the on-screen link and start studying right away. If nothing arrives within two hours, check your spam folder and contact us. Updates are free for 365 days and are released at the quickest speed whenever the actual exam content changes; after the year, renew at a 50% discount.
dbt Labs defines the following prerequisites for the dbt Labs dbt Analytics Engineering Certification: SQL proficiency recommended; 6+ months practical experience with dbt Core or dbt Cloud suggested; no mandatory prerequisites.
Verify the current requirements on the official certification page before booking.
The current exam information lists 65 questions for the dbt-Analytics-Engineering exam, with 120 minutes minutes allowed. Practicing with a timer beforehand turns the limit into a familiar rhythm.
dbt Labs points candidates to these official training options:
Combine structured training with regular question practice for the sturdiest preparation.
Through continuous research and development, and speed. Our technicians and experts work on the dbt-Analytics-Engineering bank daily, updating the database the moment the actual exam content changes — more frequently than typical offerings on the market. The bank is organized around the core knowledge and key points of the dbt Labs dbt Analytics Engineering Certification syllabus, every answer is expert-verified, and delivery is immediate after payment. Customers come first here, and the free demo lets you verify all of it before spending anything.
The dbt Labs dbt Analytics Engineering Certification blueprint is built on these principal domains:
The official outline continues with additional domains — the question bank covers the full set.
At present, the passing score for the dbt-Analytics-Engineering exam is 65% and the registration fee is 200 USD. Both belong to dbt Labs and can change, so confirm them on the official site when you register.
Registration is handled through the official channels listed here:
Select a test center or online appointment, and book early — the most convenient slots fill first.
(Multiple Select)
Correct Answer: A,C 🗳️
Explanation: Only visible for Actual4Cert members. You can sign-up / login (it's free).
A critical model fails with a non-descriptive error. You suspect a third-party package used in the model. How might you narrow down the problem?
Correct Answer: D 🗳️
Explanation: Only visible for Actual4Cert members. You can sign-up / login (it's free).
You're onboarding new developers to your dbt project. To simplify their setup, you want to provide a standard profiles.yml template. What should you consider when doing this?
Correct Answer: A,B,C 🗳️
Explanation: Only visible for Actual4Cert members. You can sign-up / login (it's free).
(Multiple Select)
Correct Answer: B,C,D 🗳️
Explanation: Only visible for Actual4Cert members. You can sign-up / login (it's free).
You want to enhance the DAG visualization and highlight models that process sensitive dat a. How might you achieve this using macros?
Correct Answer: A,B,D 🗳️
Explanation: Only visible for Actual4Cert members. You can sign-up / login (it's free).
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