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Snowflake SnowPro® Specialty: Gen AI Certification : GES-C01
Exam Code: GES-C01
Exam Name: SnowPro® Specialty: Gen AI Certification Exam
Updated: Sep 17, 2026
Q & A: 351 Questions and Answers
GES-C01 Free Demo download
About Snowflake GES-C01 Exam
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Snowflake GES-C01 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Snowflake Document AI | 12% | - Document preparation and processing - Document AI setup and configuration - Data extraction and structured output - Performance optimization and troubleshooting |
| Snowflake Gen AI Governance | 22% | - Cost management and token-based pricing - Monitoring, logging, and observability - Audit and compliance for AI workloads - Guardrails, safety controls, and bias mitigation - AI governance framework and policies |
| Snowflake for Gen AI Overview | 26% | - Cortex AI components: Cortex Search, Cortex Analyst, Cortex LLMs - Snowflake Gen AI principles and best practices - Role-based access control (RBAC) for AI resources - Snowflake Copilot and AI assistant capabilities |
| Snowflake Gen AI & LLM Functions | 40% | - Embedding functions: EMBED_TEXT_*, vector storage and similarity search - Model deployment with Snowpark Container Services and Model Registry - RAG implementation in Snowflake - Cortex LLM functions: COMPLETE, CLASSIFY_TEXT, EXTRACT_ANSWER, SENTIMENT, SUMMARIZE, TRANSLATE - API integration and authentication |
Snowflake SnowPro® Specialty: Gen AI Certification Sample Questions:
Question #1
A data science team is deploying a custom real-time inference service for a fine-tuned LLM using Snowpark Container Services (SPCS). They have a Docker image in their Snowflake image repository. They need to define the service using a YAML specification file. Which of the following are ''essential'' components or configurations that must be included in the 'spec.yaml' file for a long- running service that uses this image, custom environment variables, and requires external access?
- A.
- B.
- C.
- D.
- E.
Correct Answer: A,B,C 🗳️
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Question #2
- A.
- B.
- C.
- D.
- E.
Correct Answer: A 🗳️
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Question #3
An organization has implemented a strict governance policy where the 'ACCOUNTADMIN' has set the 'CORTEX MODELS ALLOWLIST' to only permit 'gemma-7b' and 'llama3.1-8b' models. A developer then executes the following SQL statements in a Snowflake worksheet using 'TRY COMPLETE (SNOWFLAKE.CORTEX)". Assuming no specific RBAC model object grants are in place for the developer's role, what would be the outcome of these queries? SELECT
- A. Only the first query will return a completion, as 'gemma-7W is the smallest and most readily available model, while the others will return 'NULL'.
- B. The first query will return a completion, the second will return 'NULL' , and the third will return a completion.
- C. All three queries will return because 'TRY COMPLETE' will always prioritize strict adherence to the allowlist and any model not explicitly listed is considered unavailable.
- D. The first and second queries will return completions, while the third will return 'NULL' due to potential resource constraints for larger models.
- E. The first and third queries will return completions, but the second query will raise an error indicating an unauthorized model attempt.
Correct Answer: B 🗳️
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Question #4
A data engineer is designing a new feature for a Retrieval Augmented Generation (RAG)-based application in Snowflake. They plan to store document embeddings and perform semantic similarity searches to retrieve relevant context for an LLM. Which of the following statements about using the VECTOR data type and related functions in Snowflake are true? (Select all that apply.)
- A. Option C
- B. Option A
- C. Option D
- D. Option E
- E. Option B
Correct Answer: A,B,D 🗳️
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Question #5
- A. For successfully extracted entities like 'net_profit' , the JSON output typically includes an array of objects, each containing both 'score' and 'value' keys.
- B. The 'audit_statuS field, if not found, will appear in the JSON output as Taudit_status": [{"score": 0.0, "value": null}]}'.
- C. If a 'quantity' cell in is empty, the JSON output for that specific cell will include a 'score' key but omit the 'value' key.
- D. The '_documentMetadata.ocrScore' field will always be present in the root of the JSON output, indicating the confidence in the optical character recognition process for the entire document.
- E. D If 'audit_status' is not found, the 'audit_status' key will be entirely absent from the JSON output for that document.
Correct Answer: A,C,D 🗳️
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