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SnowPro® Specialty: Gen AI Certification Exam: GES-C01 Exam
"SnowPro® Specialty: Gen AI Certification Exam", also known as GES-C01 exam, is a Snowflake Certification. With the complete collection of questions and answers, BraindumpsPass has assembled to take you through 351 Q&As to your GES-C01 Exam preparation. In the GES-C01 exam resources, you will cover every field and category in Snowflake Certification Certification helping to ready you for your successful Snowflake Certification.
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- Updated on: Oct 01, 2026
- No. of Questions: 351 Questions & Answers
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- Updated on: Oct 01, 2026
- No. of Questions: 351 Questions & Answers
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Snowflake GES-C01 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Architecture and Best Practices | 10-15% | - Security and privacy considerations - Monitoring and evaluation frameworks - Cost management strategies - LLM pipeline architecture design - Performance optimization techniques |
| Topic 2: Data Preparation for Gen AI | 15-20% | - Document processing and chunking strategies - Vector stores and embeddings in Snowflake - Unstructured data handling - Data governance for AI workloads |
| Topic 3: Generative AI Fundamentals and Concepts | 20-25% | - Fine-tuning vs. retrieval approaches - Prompt engineering principles - Retrieval-Augmented Generation (RAG) concepts - LLM fundamentals and architectures - Vector embeddings and similarity search |
| Topic 4: Snowflake Cortex AI Capabilities | 25-30% | - Secure data handling in AI workflows - Cortex AI functions and features - Snowflake Copilot integration - COMPLETE function usage and parameters - Model selection and cost optimization |
| Topic 5: Cortex Analyst and Semantic Layer | 20-25% | - Business logic implementation in semantic models - Performance tuning for analytical queries - Semantic model design and configuration - Text-to-SQL translation and optimization |
Snowflake SnowPro® Specialty: Gen AI Certification Sample Questions:
A data engineering team wants to deploy a proprietary PyCaret classification model, saved as pycaret_best_model.pkl, for inference within Snowpark Container Services (SPCS). They need to register this custom model in the Snowflake Model Registry. Which of the following is a correct and essential step in this process?
- A. Option A
- B. Option D
- C. Option E
- D. Option C
- E. Option B
Correct Answer: E 🗳️
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A developer is building an interactive chat application in Snowflake leveraging the COMPLETE (SNOWFLAKE. CORTEX) LLM function to power multi-turn conversations. To ensure the LLM maintains conversational context and generates coherent responses based on prior interactions, which of the following methods correctly implements the passing of conversation history to the COMPLETE function?
- A. Option A
- B. Option D
- C. Option E
- D. Option C
- E. Option B
Correct Answer: E 🗳️
Explanation: Only visible for BraindumpsPass members. You can sign-up / login (it's free).
A Gen AI developer is using 'SNOWFLAKE.CORTEX.COMPLETE" to generate concise summaries of legal documents. Initially, the LLM sometimes provides overly creative or slightly off-topic responses, indicating potential 'hallucinations' or a lack of focus. To improve the factual accuracy and conciseness of the summaries, which combination of prompt engineering techniques and 'COMPLETE' function options should be prioritized?
- A. Instruct the model to 'think out loud' with an inner monologue in the prompt, and set 'max_tokens' to a large value to allow full reasoning.
- B. Use a system prompt defining a persona like 'creative writer' and set 'temperature' to 0.9 to encourage diverse summaries.
- C. Provide a 'task description' focusing on broad themes and set 'top_p' to 0.5 to balance creativity and relevance.
- D. Rely solely on a comprehensive list of 'stop sequences' to end generation when the summary is complete.
- E. Implement 'first principles thinking' in the prompt, clearly outlining logical steps for summarization, and set 'temperature' to 0 for deterministic output.
Correct Answer: E 🗳️
Explanation: Only visible for BraindumpsPass members. You can sign-up / login (it's free).
A new data analyst is trying to incorporate sentiment analysis using SNOWFLAKE. CORTEX. SENTIMENT within a Snowflake data pipeline that uses dynamic tables. They execute the following SQL to create a dynamic table for daily sentiment aggregation:
However, this operation fails. Which of the following is the most direct reason for the failure of this specific setup?
- A. The CORTEX_USER database role was not granted to the analyst's role, preventing the execution of Cortex functions.
- B. The TARGET_LAG for dynamic tables must be explicitly set to '1 day' or longer when integrating with Cortex functions.
- C. SNOWFLAKE. CORTEX. SENTIMENT and other Snowflake Cortex functions are currently incompatible with dynamic tables.
- D. The warehouse my_analytics_wh is likely not a Snowpark-optimized warehouse, which is a requirement for Cortex functions within dynamic tables.
- E. The review_content column, if containing non-English text, would cause the SENTIMENT function to fail outright rather than produce inaccurate results.
Correct Answer: C 🗳️
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A team is building a critical Document AI pipeline for continuous processing of new financial reports. They've identified that occasionally, the 'GET_PRESIGNED_URL' generated for specific documents expires before the '!PREDICT function can successfully process them, resulting in HTTP 403 errors. To mitigate this, they plan to modify their SQL query logic.
Which approach effectively addresses the presigned URL expiration issue without altering the stage definition or the model build itself, and adheres to recommended practices for handling batch processing as described in Snowflake's troubleshooting documentation?
- A.
- B.
- C.
- D.
Correct Answer: C 🗳️
Explanation: Only visible for BraindumpsPass members. You can sign-up / login (it's free).
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