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GES-C02 pdf
  • Exam Code: GES-C02
  • Exam Name: SnowPro Specialty: Gen AI Certification Exam
  • Updated: Nov 12, 2026
  • Q & A: 87 Questions and Answers
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  • Exam Code: GES-C02
  • Exam Name: SnowPro Specialty: Gen AI Certification Exam
  • Updated: Nov 12, 2026
  • Q & A: 87 Questions and Answers
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  • Q & A: 87 Questions and Answers
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Snowflake GES-C02 Exam Syllabus Topics:

SectionWeightObjectives
Document Processing10%- Document ingestion and preparation
  • 1. Document parsing and layout extraction
    • 2. Stages, files, and directory tables
      - Document processing pipelines
      • 1. Accuracy, performance, and cost optimization
        • 2. Automation and integration with Snowflake data workflows
          - Document AI processing
          • 1. AI_EXTRACT and structured information extraction
            • 2. AI_PARSE_DOCUMENT
              Snowflake Gen AI Governance18%- Access control and security
              • 1. Roles, privileges, and model access controls
                • 2. Securing Cortex AI functions and services
                  - Monitoring and cost governance
                  • 1. Usage monitoring and cost attribution
                    • 2. AI observability and evaluation
                      - Responsible AI and data protection
                      • 1. Guardrails, safety, and responsible AI practices
                        • 2. Sensitive data protection and redaction
                          • 3. Cross-region inference and data governance
                            Snowflake for Gen AI Overview24%- Snowflake Cortex AI capabilities
                            • 1. Cortex Analyst
                              • 2. Cortex Search
                                • 3. Cortex Agents and Snowflake Intelligence
                                  - Generative AI solution architecture
                                  • 1. Retrieval-augmented generation
                                    • 2. Model selection and deployment approaches
                                      - Generative AI and large language model fundamentals
                                      • 1. Large language models, prompts, tokens, and embeddings
                                        • 2. Generative AI use cases and limitations
                                          Snowpark Container Services for Gen AI10%- Custom model deployment
                                          • 1. Deploying models with Snowpark Container Services
                                            • 2. Model Registry and model lifecycle management
                                              - Custom AI application operations
                                              • 1. Resource management, monitoring, and optimization
                                                • 2. Service configuration and inference
                                                  Snowflake Cortex AI and LLM Functions38%- Building generative AI applications
                                                  • 1. Natural-language analytics with Cortex Analyst
                                                    • 2. Retrieval-augmented generation with Cortex Search
                                                      • 3. Prompt engineering and function configuration
                                                        • 4. Structured and unstructured data processing
                                                          - AI solution integration and optimization
                                                          • 1. Performance, accuracy, and cost optimization
                                                            • 2. SQL and application integration
                                                              - Cortex AI functions
                                                              • 1. Classification, sentiment analysis, and filtering
                                                                • 2. Embeddings and similarity operations
                                                                  • 3. Text generation and completion
                                                                    • 4. Summarization, translation, and extraction

                                                                      Snowflake SnowPro Specialty: Gen AI Certification Sample Questions:

                                                                      Question #1

                                                                      This command is run:
                                                                      ```sqlSELECT SNOWFLAKE.CORTEX.COMPLETE
                                                                      (
                                                                      'llama2-70b-chat',
                                                                      {
                                                                      'role': 'user',
                                                                      'content': 'what are the colors of an apple?'
                                                                      },
                                                                      {
                                                                      'temperature': 0.7,
                                                                      'guardrails': TRUE
                                                                      }
                                                                      );
                                                                      ```
                                                                      This error is returned:
                                                                      `Invalid argument types for function 'COMPLETES$V6': (VARCHAR(15), OBJECT, OBJECT)` What causes this error?

                                                                      • A. The options argument must be the second parameter in the function call.
                                                                      • B. The temperature option cannot be used with the guardrails option.
                                                                      • C. The max_tokens option must be included when using the guardrails option.
                                                                      • D. The prompt_or_history argument must be an array of objects when using the options argument.
                                                                      Reveal Solution  Discussion  0

                                                                      Correct Answer: D  🗳️

                                                                      Explanation: Only visible for Exam4Free members. You can sign-up / login (it's free).

                                                                      Question #2

                                                                      A Gen AI Specialist is developing a Gen AI application in Snowflake and must debug a particular record that produced an inaccurate response. The Specialist needs to see, step by step, how the input prompt was processed, what context was retrieved, which tools were called, and how the LLM responded.
                                                                      Which Snowflake AI observability feature should be used?

                                                                      • A. Monitoring
                                                                      • B. Logging
                                                                      • C. Tracing
                                                                      • D. Metrics
                                                                      Reveal Solution  Discussion  0

                                                                      Correct Answer: C  🗳️

                                                                      Question #3

                                                                      Which privileges must be granted to a user with the FNR_DEVELOP role so that the user can use Document AI on an existing pipeline? (Choose three)

                                                                      • A. GRANT CREATE MODEL ON SCHEMA . TO ROLE FNR_DEVELOP_ROLE;
                                                                      • B. GRANT DATABASE ROLE SNOWFLAKE.DOCUMENT_INTELLIGENCE_CREATOR TO ROLE
                                                                        FNR_DEVELOP_ROLE;
                                                                      • C. GRANT DATABASE ROLE SNOWFLAKE.ML_USER TO ROLE FNR_DEVELOP_ROLE;
                                                                      • D. GRANT ROLE SNOWFLAKE.DOCUMENT_INTELLIGENCE_CREATOR TO ROLE
                                                                        FNR_DEVELOP_ROLE;
                                                                      • E. GRANT CREATE SNOWFLAKE.MODELS.DOCUMENT_INTELLIGENCE ON SCHEMA .;
                                                                      • F. GRANT CREATE SNOWFLAKE.ML.DOCUMENT_INTELLIGENCE ON SCHEMA . TO ROLE
                                                                        FNR_DEVELOP_ROLE;
                                                                      Reveal Solution  Discussion  0

                                                                      Correct Answer: A,B,F  🗳️

                                                                      Explanation: Only visible for Exam4Free members. You can sign-up / login (it's free).

                                                                      Question #4

                                                                      Which components are necessary to deploy and run a container with Snowpark Container Services? (Choose two)

                                                                      • A. A schedule task assigned to a virtual warehouse
                                                                      • B. An external stage linked to Amazon S3
                                                                      • C. A file format registered for JSON or CSV data ingestion
                                                                      • D. A service specification that defines the container behavior
                                                                      • E. A compute pool to run the container
                                                                      Reveal Solution  Discussion  0

                                                                      Correct Answer: D,E  🗳️

                                                                      Explanation: Only visible for Exam4Free members. You can sign-up / login (it's free).

                                                                      Question #5

                                                                      A Gen AI Specialist needs to present end users with a complete set of predefined, answerable questions using Cortex Analyst.
                                                                      How should the Verified Query Repository (VQR) be configured? (Choose two)

                                                                      • A. Use the use_as_onboarding_question flag to true for each desired question.
                                                                      • B. Use questions that are complete sentences that end in question marks.
                                                                      • C. Use the names of the logical tables and columns that are defined in the semantic model in the SQL queries.
                                                                      • D. Use the names of the physical tables and columns that are defined in the underlying data set in the SQL queries.
                                                                      • E. Add [Suggested Questions] in Markdown at the end of each desired question.
                                                                      Reveal Solution  Discussion  0

                                                                      Correct Answer: A,C  🗳️

                                                                      Explanation: Only visible for Exam4Free members. You can sign-up / login (it's free).

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