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Snowflake GES-C01 Exam Syllabus Topics:

Section	Objectives
Snowflake AI & Cortex	- AI functions and services in Snowflake - Snowflake Cortex capabilities
Prompt Engineering	- Optimization of prompts for LLM outputs - Prompt design techniques
Data Governance & Security	- Responsible use of AI in enterprise environments - Data privacy and access controls
Model Evaluation & Responsible AI	- Evaluation metrics for LLM outputs - Bias, fairness, and explainability considerations
Use Cases & Solution Design	- Enterprise AI application patterns in Snowflake - End-to-end GenAI solution architecture
Embeddings, Vector Search & RAG	- Retrieval-Augmented Generation (RAG) workflows - Vector search in Snowflake ecosystem - Embeddings fundamentals
Generative AI Fundamentals	- Model capabilities and limitations - Core concepts of generative AI and LLMs

Snowflake SnowPro® Specialty: Gen AI Certification Sample Questions:

Question #1

Reveal Solution Discussion 0

Correct Answer: A,C,E 🗳️

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Question #2

An organisation is deploying a Snowflake Cortex Agent to assist business users with data insights. To enable users to interact with this agent via the agent : run API, which of the following database roles or privileges must be granted to their account role?

A. The
B. The
C. The
D. The
E. CREATE EXTERNAL AGENT

Reveal Solution Discussion 0

Correct Answer: B 🗳️

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Question #3

A data engineering team is designing a Snowflake data pipeline to automatically enrich a 'customer issues' table with product names extracted from raw text-based 'issue_description' columns. They want to use a Snowflake Cortex function for this extraction and integrate it into a stream and task-based pipeline. Given the 'customer_issues' table with an 'issue_id' and (VARCHAR), which of the following SQL snippets correctly demonstrates the use of a Snowflake Cortex function for this data enrichment within a task, assuming is a stream on the 'customer issues' table?

A. Option D
B. Option E
C. Option A
D. Option B
E. Option C

Reveal Solution Discussion 0

Correct Answer: D 🗳️

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Question #4

A development team is preparing to deploy a new Retrieval-Augmented Generation (RAG) application written in Python. They intend to use Snowflake AI Observability with the TruLens SDK to capture detailed logs and traces for debugging and performance analysis. Which of the following configurations are essential prerequisites for enabling this logging capability effectively?

A. Option D
B. Option E
C. Option A
D. Option B
E. Option C

Reveal Solution Discussion 0

Correct Answer: B,C,D,E 🗳️

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Question #5

database role. Which of the following 'privileges directly related to the virtual warehouse or task execution' are required for the process invoices_task' to successfully execute the Document AI '!PREDICT' method? (Select ALL that apply.)