Download Snowflake : GES-C01 Questions & Answers as PDF & Test Software
Updated: Jun 02, 2026
No. of Questions: 351 Questions & Answers with Testing Engine
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Snowflake SnowPro® Specialty: Gen AI Certification Sample Questions:
1. A data engineering team is setting up a pipeline to automatically process various document types using AI_PARSE_DOCUMENT from an internal stage. Before writing any SQL, they need to ensure their Snowflake environment and the role they will use have the necessary permissions and configurations. Which of the following statements correctly describe essential prerequisites or access control requirements for successfully using AI_PARSE_DOCUMENT in this setup?
A) Option E
B) Option D
C) Option C
D) Option A
E) Option B
2. An ML engineer is planning a fine-tuning project for a
llama3.1-8b
model to summarize long customer support tickets. They are considering the impact of dataset size and max_epochs on cost and performance, as well as the behavior of the fine-tuned model for inference. Which statements about cost and performance in Snowflake Cortex Fine-tuning are true? (Select all that apply)
A) The compute cost for fine-tuning is primarily determined by multiplying the number of input tokens in the training data by the number of epochs trained.
B) For large fine-tuning jobs with substantial datasets, particularly when exceeding millions of rows, utilizing Snowpark-optimized warehouses is recommended for improved performance during the training phase.
C) The cost for inferencing with a fine-tuned model using the
D) D When fine-tuning a
E) For optimal cost efficiency, especially with smaller datasets, the
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 E
B) Option D
C) Option C
D) Option A
E) Option B
4. 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) 
5. An AI developer is testing a new RAG application in Snowflake. The application uses
in this scenario?
A) Option E
B) Option D
C) Option C
D) Option A
E) Option B
Solutions:
| Question # 1 Answer: A,D,E | Question # 2 Answer: A,B,D | Question # 3 Answer: E | Question # 4 Answer: B,C,D | Question # 5 Answer: D,E |
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