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Snowflake GES-C01 Exam Syllabus Topics:

SectionWeightObjectives
Cortex Analyst and Semantic Layer20-25%- Semantic model design and configuration
- Performance tuning for analytical queries
- Business logic implementation in semantic models
- Text-to-SQL translation and optimization
Architecture and Best Practices10-15%- Performance optimization techniques
- Monitoring and evaluation frameworks
- Security and privacy considerations
- LLM pipeline architecture design
- Cost management strategies
Data Preparation for Gen AI15-20%- Unstructured data handling
- Data governance for AI workloads
- Vector stores and embeddings in Snowflake
- Document processing and chunking strategies
Generative AI Fundamentals and Concepts20-25%- Fine-tuning vs. retrieval approaches
- Prompt engineering principles
- Retrieval-Augmented Generation (RAG) concepts
- LLM fundamentals and architectures
- Vector embeddings and similarity search
Snowflake Cortex AI Capabilities25-30%- COMPLETE function usage and parameters
- Model selection and cost optimization
- Secure data handling in AI workflows
- Cortex AI functions and features
- Snowflake Copilot integration

Snowflake SnowPro® Specialty: Gen AI Certification Sample Questions:

1. 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) For the most consistent structured output, especially in complex reasoning tasks, setting the temperature option to 0 when calling AI_COMPLETE is recommended.
B) 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.
C) 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.
D) 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.
E) The following SQL statement uses the response_format argument and temperature setting to achieve structured output and determinism:


2. An enterprise is designing an advanced generative AI application in Snowflake, leveraging Cortex Agents to orchestrate data analysis from both structured and unstructured sources. According to Snowflake's Gen AI principles and the capabilities of Cortex Agents, which of the following statements accurately describe the workflow components and the types of tools an agent can utilize?

A) Cortex Agents are restricted to using only Snowflake's native Cortex LLM functions; custom logic via UDFs or stored procedures is not supported for tool implementation.
B) For debugging, Cortex Agents allow direct modification of the LLM's internal state to refine accuracy, latency, and cost during execution.
C) The agent's workflow includes 'Planning' to orchestrate a solution, 'Explore options' for disambiguation, and 'Reflection' to determine next steps after tool use. Supported tools include Cortex Analyst and Cortex Search.
D) Cortex Agents can orchestrate across both structured and unstructured data sources, and custom tools can be implemented using Snowflake stored procedures and user-defined functions (UDFs).
E) Cortex Agents primarily focus on pre-defined, single-turn SQL queries for structured data, with limited support for unstructured data processing.


3.

A)

B)

C) Data for all these operations remains within Snowflake's governance boundary.
D)

E)


4. A data engineer is integrating SNOWFLAKE. CORTEX. CLASSIFY_TEXT into an automated data pipeline that uses dynamic tables to process and transform streaming text dat a. They have ensured that the service account used has been granted the necessary SNOWFLAKE. CORTEX_USER database role. After deploying the pipeline, they consistently receive an error whenever CLASSIFY_TEXT is invoked. Which of the following is the most likely cause of the error encountered by the data engineer?

A) Snowflake Cortex functions, including 'CLASSIFY_TEXT , currently do not support integration with dynamic tables within data pipelines.
B) The 'task_description' provided in the optional arguments for 'CLASSIFY_TEXT exceeds the recommended length of approximately 50 words, leading to a validation error.
C) The array contains more than 100 unique categories, exceeding the maximum allowed limit for the function.
D) The role used by the data engineer, despite having 'SNOWFLAKE.CORTEX_USER, lacks the fundamental 'USAGE privilege on the database where the text data is stored.
E) The input text being processed by 'CLASSIFY _ TEXT includes extensive non-plain English content, such as code blocks, which causes the function to fail with an error.


5. An operations manager is tasked with monitoring the cost and ensuring compliance for a Cortex Analyst deployment that uses the REST API. They are particularly concerned with accurately tracking credit consumption and understanding the implications of enabling external models. Which of the following statements correctly describe aspects of Cortex Analyst cost and governance?

A) Enabling Azure OpenAI models via the ' ENABLE_CORTEX_ANALYST_MODEL_AZURE_OPENAF parameter ensures that all customer data and prompts remain within Snowflake's governance boundary and fully respect RBAC policies for those models.
B) Cortex Analyst credit usage is based on the number of messages processed, at a rate of 67 Credits per 1 ,000 messages, and only successful responses (HTTP 200) are counted.
C) Snowflake's view provides granular usage information for REST API requests to cortex Analyst, including tokens processed per model.
D) The view can be queried to track detailed information about cortex Analyst requests, including generated SQL and any errors.
E) Credit consumption for Cortex Analyst is primarily based on the number of tokens processed by the underlying LLMs, with more complex natural language questions leading to higher token usage and costs.


Solutions:

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

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