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LookML-Developer real exams

Exam Code: LookML-Developer

Exam Name: Looker LookML Developer

Updated: Sep 08, 2026

Q & A: 51 Questions and Answers

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The Role of Google LookML Developer Exam in the IT industry

The Google LookML Developer exam (hereinafter referred to as the “LookML certification”) is a certification offered by Google for its developers. This certification is aimed at people who want to demonstrate their expertise in designing data models and data schemas for the applications built utilizing Google technologies. The exam is intended to test the candidate's proficiency with the concepts of Data modeling and the knowledge of LookML, a schema language used by Google. To get this certification, a candidate has to prove his skill in building up an application that uses data modeling. The certification also tests his capacity to generate a LookML schema, which is basically a data model and database schema at the same time. Since LookML is basically a schema language, it also tests how well he knows how to use the syntax of this language. The role of this exam in the IT industry is immense, as there are hardly any enterprises that do not use Google products or services. This implies that each company should have some employees who are certified in the usage of these products or services.

Reference: https://cloud.google.com/certification/lookml-developer?skip_cache=true

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Google LookML-Developer Exam Syllabus Topics:

SectionObjectives
Data Modeling- Relationships and joins
  • 1. Join types and join logic
    • 2. Fanouts and symmetric aggregates
      - Data transformation
      • 1. SQL integration in LookML
        • 2. Table calculations vs LookML fields
          LookML Fundamentals- LookML project structure and components
          • 1. Views, models, and explores
            • 2. Project configuration and files
              - Basic LookML syntax
              • 1. Derived tables and parameters
                • 2. Dimensions and measures
                  Development Workflow- Version control
                  • 1. Branching and deployment workflows
                    • 2. Git integration in Looker
                      - Testing and validation
                      • 1. Debugging LookML errors
                        • 2. LookML validation tools
                          Explores and User Experience- Explore design
                          • 1. Optimizing explore usability
                            • 2. Field selection and refinement
                              - Content delivery
                              • 1. Dashboards and Looks
                                • 2. Filters and parameters
                                  Security and Governance- Data governance
                                  • 1. Field-level security
                                    • 2. Content validation and consistency
                                      - Access control
                                      • 1. Permission sets and roles
                                        • 2. User attributes and access filters

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