dbt Analytics Engineering Certification Exam: dbt-Analytics-Engineering Exam

"dbt Analytics Engineering Certification Exam", also known as dbt-Analytics-Engineering exam, is a dbt Labs Certification. With the complete collection of questions and answers, PrepPDF has assembled to take you through 359 Q&As to your dbt-Analytics-Engineering Exam preparation. In the dbt-Analytics-Engineering exam resources, you will cover every field and category in Analytics Engineers Certification helping to ready you for your successful dbt Labs Certification.

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  • Exam Code: dbt-Analytics-Engineering
  • Exam Name: dbt Analytics Engineering Certification Exam
  • Certification Provider: dbt Labs
  • Corresponding Certification: Analytics Engineers
  • Updated: Oct 09, 2026
  • No. of Questions: 359 Questions & Answers with Testing Engine
  • Download Limit: Unlimited

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dbt Labs dbt-Analytics-Engineering Exam Syllabus Topics:

SectionObjectives
Testing and Data Quality- Built-in and custom tests
  • 1. Custom SQL tests
    • 2. Generic tests (unique, not null, relationships)
      - Data validation strategies
      • 1. Schema testing practices
        • 2. CI-based validation workflows
          dbt Core Concepts- Models and materializations
          • 1. Views, tables, incremental models
            • 2. Ref and source functions
              - Project structure and configuration
              • 1. dbt_project.yml configuration
                • 2. Packages and dependencies
                  Documentation and Lineage- Data lineage understanding
                  • 1. Dependency tracking with ref()
                    • 2. Directed acyclic graph (DAG)
                      - dbt documentation system
                      • 1. Model descriptions and metadata
                        • 2. Auto-generated docs site
                          Deployment and Orchestration- Running dbt in production
                          • 1. CI/CD integration patterns
                            • 2. dbt Cloud and job scheduling
                              - Environments and workflows
                              • 1. Version control with Git
                                • 2. Development vs production environments
                                  Analytics Engineering Foundations- Modern data stack concepts (ELT vs ETL)
                                  • 1. Role of dbt in analytics engineering
                                    • 2. Warehouse-centric transformation workflows
                                      - SQL proficiency for analytics
                                      • 1. Data modeling in SQL
                                        • 2. Joins, aggregations, and window functions

                                          dbt Labs dbt Analytics Engineering Certification Sample Questions:

                                          You've been tasked with improving the discoverability of dbt models within your project. Which of the following changes would be the MOST effective in achieving this goal?

                                          • A. Writing longer, more verbose descriptions for each column in your models.
                                          • B. Ensuring models have clear and concise descriptions that accurately reflect their purpose.
                                          • C. Adding a tags list to all models, even if the tags are somewhat generic.
                                          • D. Using custom macros to dynamically generate model descriptions based on metadata.
                                          Reveal Solution  Discussion  0

                                          Correct Answer: B  🗳️

                                          Explanation: Only visible for PrepPDF members. You can sign-up / login (it's free).

                                          A team member proposes directly joining multiple raw source tables into a single large model for convenience.
                                          Which of the following is a potential long-term consequence of this approach?

                                          • A. Maintenance complexity increases as business logic or source tables change.
                                          • B. Your DAG might inadvertently develop circular dependencies.
                                          • C. Incremental materialization strategies would no longer be applicable.
                                          • D. The dbt test command might run slower due to the complex join logic.
                                          Reveal Solution  Discussion  0

                                          Correct Answer: A  🗳️

                                          Explanation: Only visible for PrepPDF members. You can sign-up / login (it's free).

                                          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. Table
                                          • B. Ephemeral
                                          • C. Snapshot
                                          • D. Incremental
                                          Reveal Solution  Discussion  0

                                          Correct Answer: B  🗳️

                                          Explanation: Only visible for PrepPDF members. You can sign-up / login (it's free).

                                          You've meticulously added descriptions and tests to your dbt models. However, after running dbt docs generate, the tests don't appear in the generated documentation. Which of the following reasons are most likely?

                                          • A. You are using a custom schema test macro that isnt configured to be included in the documentation.
                                          • B. There is a bug in the version of dbt you're using that specifically affects test rendering in documentation.
                                          • C. Your tests have incorrect syntax, and dbt is silently skipping them during documentation generation.
                                          • D. The dbt_project.yml file may not have the appropriate settings for including tests in the documentation.
                                          Reveal Solution  Discussion  0

                                          Correct Answer: A,D  🗳️

                                          Explanation: Only visible for PrepPDF members. You can sign-up / login (it's free).

                                          (Multiple Select)

                                          • A. Increase the query_comment timeout setting in your dbt_project. yml
                                          • B. Apply an incremental materialization strategy to subsequent models if appropriate.
                                          • C. Use CTEs or views in the source definition to pre-filter columns or apply initial transformations.
                                          • D. Introduce a source snapshot to create a point-in-time copy of the data.
                                          Reveal Solution  Discussion  0

                                          Correct Answer: B,C  🗳️

                                          Explanation: Only visible for PrepPDF members. You can sign-up / login (it's free).

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