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Snowflake GES-C01 Exam Syllabus Topics:

SectionObjectives
Topic 1: Use Cases & Solution Design- Enterprise AI application patterns in Snowflake
- End-to-end GenAI solution architecture
Topic 2: Generative AI Fundamentals- Core concepts of generative AI and LLMs
- Model capabilities and limitations
Topic 3: Data Governance & Security- Data privacy and access controls
- Responsible use of AI in enterprise environments
Topic 4: Embeddings, Vector Search & RAG- Retrieval-Augmented Generation (RAG) workflows
- Embeddings fundamentals
- Vector search in Snowflake ecosystem
Topic 5: Prompt Engineering- Prompt design techniques
- Optimization of prompts for LLM outputs
Topic 6: Model Evaluation & Responsible AI- Bias, fairness, and explainability considerations
- Evaluation metrics for LLM outputs
Topic 7: Snowflake AI & Cortex- AI functions and services in Snowflake
- Snowflake Cortex capabilities

Snowflake SnowPro® Specialty: Gen AI Certification Sample Questions:

1. A security audit is being conducted for a financial institution using Snowflake Cortex. Which of the following statements accurately describe Snowflake's data safety and security guarantees concerning whether customer data, metadata, or prompts leave Snowflake's governance boundary to a third-party when using Cortex features, under the default Snowflake configurations for Cortex functions unless otherwise specified?

A) For Cortex Analyst, if the legacy ENABLE_CORTEX_ANALYST_MODEL_AZURE_OPENAI account parameter is set to TRUE, customer metadata and prompts are transmitted to Azure OpenAI, but the underlying customer data is not.
B) When CORTEX_ENABLED_CROSS_REGION is active for Cortex LLM functions, user inputs and outputs are always cached in the intermediate region to reduce latency, thereby leaving the primary region's immediate governance.
C) Models brought into Snowflake via Snowpark Container Services (BYOM) are treated as Snowflake's proprietary models, meaning Snowflake assumes responsibility for their data handling policies.
D) Customer Data and inputs to Snowflake AI Features are never used by Snowflake to train or fine-tune models made available to other customers.
E) When using SNOWFLAKE .CORTEX. COMPLETE with Snowflake-hosted LLMs like all prompts and generated responses remain within Snowflake's mistral-large2, governance boundary by default.


2. A data engineer is building a robust pipeline to process customer feedback. They need to extract specific sentiment categories (food_quality, food_taste, wait_time, food _cost) from text reviews and ensure the output is always a valid JSON object matching a predefined schema, even for complex reviews. They also want to control the determinism of the LLM responses. Which of the following SQL statements or considerations are correct for achieving this using Snowflake Cortex AI functions?

A) The response_format argument with a JSON schema is primarily for OpenAl (GPT) models; for other models like Mistral, a strong prompt instruction such as 'Respond in strict JSON' is generally more effective.
B) Using AI_COMPLETE with response_format incurs additional compute cost for the overhead of verifying each token against the supplied JSON schema, in addition to standard token costs.
C) For the most consistent structured output, especially in complex reasoning tasks, setting the temperature option to 0 when calling AI_COMPLETE is recommended.
D) The following SQL statement uses the response_format argument and temperature setting to achieve structured output and determinism:

E) To ensure the model explicitly attempts to extract all specified fields, the 'required' array in the JSON schema is critical; AI_COMPLETE will raise an error if any required field cannot be extracted.


3. An AI developer is testing a new RAG application in Snowflake. The application uses

in this scenario?

A) Option A
B) Option C
C) Option D
D) Option E
E) Option B


4. A developer is building a real-time chat application and wants to integrate a Large Language Model (LLM) hosted in Snowflake Cortex using its REST API. They need to send user prompts and receive streaming responses, ensuring secure authentication. Which of the following statements about using the Cortex REST API for the COMPLETE function are correct?

A) Option A
B) Option C
C) Option D
D) Option E
E) Option B


5. A data engineer is building a Snowflake data pipeline to ingest customer reviews from a raw staging table into a processed table. For each review, they need to determine the overall sentiment (positive, neutral, negative) and store this as a distinct column. The pipeline is implemented using SQL with streams and tasks to process new dat a. Which Snowflake Cortex LLM function, when integrated into the SQL task, is best suited for this sentiment classification and ensures a structured, single-label output for each review?

A) Option A
B) Option C
C) Option D
D) Option E
E) Option B


Solutions:

Question # 1
Answer: A,D,E
Question # 2
Answer: C,D,E
Question # 3
Answer: A,E
Question # 4
Answer: A,C,E
Question # 5
Answer: E

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