Last Updated: Aug 06, 2026
No. of Questions: 51 Questions & Answers with Testing Engine
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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.
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Reference: https://cloud.google.com/certification/lookml-developer?skip_cache=true
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Google LookML Developer Exam Reference
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| Section | Weight | Objectives |
|---|---|---|
| Quality & Governance | 20% | - Assess and improve LookML code quality - Version control and deployment workflow - Validate data using SQL Runner |
| Model Management | 30% | - Create LookML objects from requirements - Troubleshoot errors in existing data models - Implement data security requirements - Maintain LookML project health |
| Optimization | 25% | - Implement PDTs and caching policies - Optimize query and report performance |
| Customization | 25% | - Build and configure Explores - Design dimensions and measures |
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