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

Exam Code: dbt-Analytics-Engineering

Exam Name: dbt Analytics Engineering Certification Exam

Updated: Oct 27, 2026

Q & A: 359 Questions and Answers

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dbt Labs dbt-Analytics-Engineering Exam Syllabus Topics:

SectionObjectives
Topic 1: Testing and Data Quality- Data validation strategies
  • 1. CI-based validation workflows
    • 2. Schema testing practices
      - Built-in and custom tests
      • 1. Generic tests (unique, not null, relationships)
        • 2. Custom SQL tests
          Topic 2: Deployment and Orchestration- Running dbt in production
          • 1. dbt Cloud and job scheduling
            • 2. CI/CD integration patterns
              - Environments and workflows
              • 1. Version control with Git
                • 2. Development vs production environments
                  Topic 3: Documentation and Lineage- dbt documentation system
                  • 1. Auto-generated docs site
                    • 2. Model descriptions and metadata
                      - Data lineage understanding
                      • 1. Directed acyclic graph (DAG)
                        • 2. Dependency tracking with ref()
                          Topic 4: 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. Joins, aggregations, and window functions
                                • 2. Data modeling in SQL
                                  Topic 5: dbt Core Concepts- Project structure and configuration
                                  • 1. dbt_project.yml configuration
                                    • 2. Packages and dependencies
                                      - Models and materializations
                                      • 1. Views, tables, incremental models
                                        • 2. Ref and source functions

                                          dbt Labs dbt Analytics Engineering Certification Sample Questions:

                                          Question #1

                                          (Multiple Select)

                                          • A. Availability of specific dbt packages used in your project.
                                          • B. The target database schema where models are materialized.
                                          • C. The specific SQL dialect used when generating model code.
                                          • D. Credentials used to authenticate to the data warehouse.
                                          Reveal Solution  Discussion  0

                                          Correct Answer: B,C,D  🗳️

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                                          Question #2

                                          You're setting up a new dbt project and want to customize the naming of compiled objects in the data warehouse. Which section of the dbt_project.yml file is the most relevant?

                                          • A. vars:
                                          • B. models:
                                          • C. seeds:
                                          • D. snapshots:
                                          Reveal Solution  Discussion  0

                                          Correct Answer: B  🗳️

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                                          Question #3

                                          (Multiple Select)

                                          • A. Data type conversions in your models consistently fail during execution.
                                          • B. You encounter an error message that references a specific line number in the compiled code.
                                          • C. You're trying to optimize the performance of a particularly complex transformation.
                                          • D. You suspect that filters in a source definition arent being applied correctly.
                                          Reveal Solution  Discussion  0

                                          Correct Answer: C,D  🗳️

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                                          Question #4

                                          (Multiple Select)

                                          • A. Macros for fiscal period calculations or string manipulations.
                                          • B. Snapshots that track the state of your sources on a schedule.
                                          • C. Models addressing a domain-specific use case (e.g., subscription analytics).
                                          • D. A custom adapter to connect to a niche data source.
                                          Reveal Solution  Discussion  0

                                          Correct Answer: A,C  🗳️

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                                          Question #5

                                          A colleague asks, "Why go through the trouble of using dbt? Can't we just write SQL scripts and schedule them?" Which of the following is the most compelling argument for using dbt?

                                          • A. dbt offers native support for advanced scheduling and orchestration features.
                                          • B. dbt models are typically more performant than hand-written SQL scripts.
                                          • C. dbt promotes modularity, reusable code, and testing within data transformation pipelines.
                                          • D. dbt automatically generates user-friendly data lineage visualizations.
                                          Reveal Solution  Discussion  0

                                          Correct Answer: C  🗳️

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