Exam Name: dbt Analytics Engineering Certification Exam
Certification Provider: dbt Labs
Corresponding Certification: Analytics Engineers
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- Total Questions: 359
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- Total Questions: 359
- Updated on: Oct 11, 2026
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In 2026, certification requirements shift constantly, and a question bank that is six months old can quietly work against you. That is why the dbt Labs dbt Analytics Engineering Certification set on Lead2PassExam is reviewed continuously, and 359 current practice questions reach your email when refreshed.
dbt Labs dbt-Analytics-Engineering Exam Overview:
| Certification Vendor: | dbt Labs |
|---|---|
| Exam Name: | dbt Analytics Engineering Certification Exam |
| Exam Number: | dbt-analytics-engineering-certification |
| Exam Duration: | 120 minutes |
| Certificate Validity Period: | 2 years |
| Exam Format: | Multiple choice, Multiple select |
| Available Languages: | English |
| Passing Score: | Not publicly disclosed |
| Real Exam Qty: | Not publicly disclosed (commonly reported ~60–70 questions) |
| Exam Price: | $100 USD (varies by region) |
| Recommended Training: | dbt Documentation dbt Learn |
| Exam Registration: | dbt Certification Portal dbt Labs official site |
| Sample Questions: | DOWNLOAD DEMO |
| Exam Way: | Online proctored exam (via dbt Labs certification platform / authorized proctoring provider) |
| Pre Condition: | No formal prerequisites required; strong SQL and data modeling knowledge recommended |
| Official Syllabus URL: | https://www.getdbt.com/certification |
dbt Labs dbt-Analytics-Engineering Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Deployment and Orchestration | - Running dbt in production
|
| Testing and Data Quality | - Data validation strategies
|
| dbt Core Concepts | - Project structure and configuration
|
| Documentation and Lineage | - dbt documentation system
|
| Analytics Engineering Foundations | - SQL proficiency for analytics
|
dbt-Analytics-Engineering Preparation: Frequently Asked Questions
The dbt-Analytics-Engineering exam contains Not publicly disclosed (commonly reported ~60–70 questions) questions to be answered within 120 minutes minutes. Rehearsing with a timer on Lead2PassExam trains you to pace each question instead of rushing at the end.
No formal prerequisites required; strong SQL and data modeling knowledge recommended
The dbt Labs dbt Analytics Engineering Certification material is developed by a dedicated research team whose members bring rich hands-on IT experience, including past work for international IT corporations. That background shapes both the questions and the way they are organized for study.
Each dbt Labs dbt Analytics Engineering Certification question is drawn from a large body of technical knowledge and analyzed before it enters the bank. Questions that are no longer relevant to the current exam are removed, while new material is added as the exam evolves, so the set you study stays lean and current.
- Testing and Data Quality ()
- dbt Core Concepts ()
- Documentation and Lineage ()
Begin with the topics where your confidence is lowest, then confirm the rest.
The passing score for dbt-Analytics-Engineering is Not publicly disclosed, and the official exam fee is $100 USD (varies by region). Fixing these numbers in mind helps you plan both your study target and your budget.
The package includes 359 practice questions for the dbt-Analytics-Engineering exam, covering the current dbt Labs dbt Analytics Engineering Certification objectives with verified answers.
dbt Learn: Visit official page
dbt Documentation: Visit official page
dbt Certification Portal: register for dbt-Analytics-Engineering
dbt Labs official site: register for dbt-Analytics-Engineering
dbt Labs dbt Analytics Engineering Certification Sample Questions:
Your dbt project contains both source descriptions (within your sources.yml file) and model descriptions. You notice that the source descriptions don't appear in the generated docs alongside the relevant models. What's then most likely reason?
- A. Your dbt_projectyml file is lacking the proper configuration to include source descriptions.
- B. Source descriptions only appear when you navigate directly to the Sources section of the documentation_
- C. A recent update to dbt has changed how source descriptions are integrated into the documentation.
- D. Source tables need to be explicitly tagged within your model configuration for their descriptions to appear
Correct Answer: A 🗳️
Explanation: Only visible for Lead2PassExam members. You can sign-up / login (it's free).
You're integrating a new dbt package and find its models conflict with naming conventions in your existing project. Which approach generally provides the most flexible solution?
- A. Manually edit the SQL within the conflicting package models.
- B. Contact the package maintainers to request changes aligning with your conventions.
- C. Override the package's macros and redefine them within your project.
- D. Utilize the dbt_project.yml file to re-alias the models provided by the package.
Correct Answer: D 🗳️
Explanation: Only visible for Lead2PassExam members. You can sign-up / login (it's free).
Your data warehouse environment undergoes a major version upgrade, introducing changes in SQL syntax and supported functions. How would you handle the migration of dbt projects to ensure compatibility?
- A. Create temporary branches in your dbt projects to isolate upgrade-related code changes for each environment
- B. All of the above.
- C. Thoroughly test all dbt models across your staging and development environments to identify necessary updates.
- D. Utilize custom macros to introduce conditional logic or abstract away syntax differences between versions, if feasible.
Correct Answer: B 🗳️
Explanation: Only visible for Lead2PassExam members. You can sign-up / login (it's free).
A colleague has made updates to some model descriptions and wants you to quickly regenerate the docs to only include those changes. Which command variation would be the most efficient without a full recompilation?
- A. Utilize dbt's incremental model feature along with dbt docs generate -no-compile.
- B. dbt docs generate -select [model_name]
- C. dbt docs generate --models +[model_namel
- D. It's not possible to partially regenerate dbt docs; you need to run the full dbt docs generate command.
Correct Answer: B 🗳️
Explanation: Only visible for Lead2PassExam members. You can sign-up / login (it's free).
(Multiple Select)
- A. Data integration testing frameworks (e.g., Great Expectations)
- B. Tools specializing in schema change detection.
- C. Continuous Integration (Cl) tools.
- D. Anomaly detection platforms.
Correct Answer: A,B,D 🗳️
Explanation: Only visible for Lead2PassExam members. You can sign-up / login (it's free).
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