dbt Labs dbt-Analytics-Engineering Q&A - in .pdf

  • Exam Code: dbt-Analytics-Engineering
  • Exam Name: dbt Analytics Engineering Certification Exam
  • Updated: Aug 04, 2026
  • Q & A: 359 Questions and Answers
  • PDF Price: $59.99
  • Printable dbt Labs dbt-Analytics-Engineering PDF Format. It is an electronic file format regardless of the operating system platform.
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dbt Labs dbt-Analytics-Engineering Q&A - Testing Engine

  • Exam Code: dbt-Analytics-Engineering
  • Exam Name: dbt Analytics Engineering Certification Exam
  • Updated: Aug 04, 2026
  • Q & A: 359 Questions and Answers
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dbt Labs dbt-Analytics-Engineering Exam Syllabus Topics:

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

                                          dbt Labs dbt Analytics Engineering Certification Sample Questions:

                                          1. dbt Model Snippet

                                          A) The underlying data types of o.customer_id and c.customer_id mismatch.
                                          B) The logic contained within a custom macro.
                                          C) The ref() functions arent correctly resolving dependencies.
                                          D) The presence of filters on the source fct_orders or dim_customers.


                                          2. (Multiple Select)

                                          A) Setting up tags strategically and using the -s flag when executing dbt commands.
                                          B) Using dbt run -m to select models using a path pattern.
                                          C) Defining a custom source in sources.yml that selects tables from the desired subdirectory.
                                          D) Configuring separate dbt projects for each subdirectory and running them independently.


                                          3. You need to parameterize a dbt model that filters data based on a country code. Which approach offers the BEST combination of flexibility and security?

                                          A) Pass the country code as a CLI argument when executing dbt run.
                                          B) Use environment variables in conjunction with Jinja to substitute the country code.
                                          C) Build a dynamic query string entirely within a Jinja macro.
                                          D) Create a seed file mapping country codes to filter values and reference it in the model.


                                          4. (Multiple Select)

                                          A) Your production database has stricter data type constraints than development.
                                          B) You have accidentally granted write permissions to the production data source during testing.
                                          C) Environment variables used for sensitive credentials are not set correctly in production.
                                          D) Your development profile in dbt_projectyml has incorrect connection details.


                                          5. A package you depend on has released a major update with breaking changes. How might you approach the migration?

                                          A) Fork the package and maintain your own custom version indefinitely.
                                          B) Pin the package to the older version in your packages.yml file and plan a controlled migration.
                                          C) Review the release notes and the migration guide provided by the package maintainers.
                                          D) Update your packages.yml to point to the new version and immediately refactor all your dependent models.


                                          Solutions:

                                          Question # 1
                                          Answer: D
                                          Question # 2
                                          Answer: A,B
                                          Question # 3
                                          Answer: B
                                          Question # 4
                                          Answer: A,C
                                          Question # 5
                                          Answer: C

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