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Exam Code:	GES-C01
Exam Name:	SnowPro® Specialty: Gen AI Certification Exam
Certification Provider:	Snowflake
Free Question Number:	171
Version:	v2025-10-06
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# of Questions views:	9024
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Exam Question List: Question 1: A legal department uses Snowflake to manage and review large...; Question 2: An organization relies on Snowflake Cortex LLM functions and...; Question 3: A Gen AI developer is implementing a Cortex Search Service f...; Question 4: A development team is implementing a suite of generative AI ...; Question 5: A team of data application developers is leveraging Snowflak...; Question 6: A Streamlit application developer wants to use AI_COMPLETE (...; Question 7: A data scientist is tasked with improving the accuracy of an...; Question 8: A data scientist has developed a Hugging Face sentence trans...; Question 9: A Gen AI specialist is preparing to upload a large volume of...; Question 10: A data engineer is reviewing the purpose of AI Observability...; Question 11: A data engineering team is designing a pipeline in Snowflake...; Question 12: A Snowflake administrator needs to configure Snowflake Copil...; Question 13: A financial institution uses Snowflake Cortex Analyst with s...; Question 14: A security audit is being conducted for a financial institut...; Question 15: A development team is building a conversational application ...; Question 16: A Gen AI Specialist is tasked with implementing a data pipel...; Question 17: A data scientist is tasked with improving the accuracy of an...; Question 18: A data engineering team is setting up a pipeline to automati...; Question 19: A data engineer is tasked with establishing a robust MLOps p...; Question 20: A Gen AI Specialist is leveraging Snowflake Document AI to e...; Question 21: A marketing analyst wants to quickly gauge the overall senti...; Question 22: A compliance officer is reviewing the usage of Snowflake Cor...; Question 23: An enterprise is deploying a new RAG application using Snowf...; Question 24: An ML engineer is deploying a custom PyTorch-based image cla...; Question 25: A data application developer is building a Streamlit chat ap...; Question 26: A new Gen AI specialist is setting up Document AI. They have...; Question 27: A multi-national corporation uses Snowflake across several A...; Question 28: A team is developing a Retrieval Augmented Generation (RAG) ...; Question 29: A data engineering team is designing a scalable data pipelin...; Question 30: An operations team at a company is implementing a robust gov...; Question 31: An AI developer is testing a new RAG application in Snowflak...; Question 32: A data engineering team has developed a Python-based generat...; Question 33: A data architect is integrating Snowflake Cortex LLM functio...; Question 34: A data engineer is setting up a Document AI pipeline to extr...; Question 35: An operations manager is tasked with monitoring the cost and...; Question 36: An administrator has configured the 'CORTEX_MODELS_ALLOWLIST...; Question 37: A development team is preparing to deploy a new Retrieval-Au...; Question 38: An ML engineer has developed a custom PyCaret classification...; Question 39: A team is planning the implementation of a new Document AI s...; Question 40: A developer is building an interactive chat application in S...; Question 41: A Streamlit application developer wants to use AI_COMPLETE (...; Question 42: A Gen AI Specialist in Snowflake Cortex aims to fine-tune an...; Question 43: A development team is creating a new search application usin...; Question 44: A data engineering team is deploying Snowflake Cortex Analys...; Question 45: A software development team is building a conversational AI ...; Question 46: A team is developing a critical business intelligence applic...; Question 47: (Exhibit) Which of the following is a 'direct cause' of this...; Question 48: An ML Engineer has developed a custom PyTorch model for GPU-...; Question 49: A developer is building a client application that interacts ...; Question 50: A security architect is configuring access controls for a ne...; Question 51: A data engineering team is building an automated pipeline in...; Question 52: A data engineering team needs to implement a highly accurate...; Question 53: An organization is building a new knowledge base system with...; Question 54: A team is designing a complex Gen AI application in Snowflak...; Question 55: A data application developer is building a Streamlit chat ap...; Question 56: (Exhibit) After resolving this, they try to process a batch ...; Question 57: A developer is refining a Document AI extraction process usi...; Question 58: A data governance team is concerned about the consistency an...; Question 59: A new ML Engineer, 'data_scientist_role' , has been assigned...; Question 60: A data engineering team is tasked with creating vector embed...; Question 61: A machine learning team is leveraging the Snowflake Model Re...; Question 62: A business analyst is using a Cortex Analyst-powered convers...; Question 63: An administrator has configured the 'CORTEX MODELS ALLOWLIST...; Question 64: A security-conscious data scientist in an Azure East US 2 (V...; Question 65: A financial services company uses Snowflake Cortex's AI_COMP...; Question 66: A developer has successfully created a Cortex Search Service...; Question 67: An organization has implemented a strict governance policy w...; Question 68: A data application developer is tasked with building a multi...; Question 69: A data scientist, 'Dl DEV', has been granted the (Exhibit) D...; Question 70: A data scientist is leveraging various Snowflake Cortex LLM ...; Question 71: A data engineer is designing a new feature for a Retrieval A...; Question 72: A Gen AI developer is implementing a Document AI solution to...; Question 73: A Snowflake developer is tasked with enhancing a daily data ...; Question 74: A global marketing team uses Snowflake to manage customer fe...; Question 75: A financial analytics team is using to extract specific fina...; Question 76: A data team is refining their Cortex Analyst semantic model ...; Question 77: A Data Scientist has a pre-trained PyCaret model and wants t...; Question 78: A business team using a Snowflake Cortex Analyst-powered cha...; Question 79: A data pipeline processes thousands of scanned legal contrac...; Question 80: A data platform architect is integrating 'SNOWFLAKE.CORTEX.E...; Question 81: A development team is constructing a Gen AI application usin...; Question 82: A data engineering team is planning to build a real-time dat...; Question 83: A development team plans to utilize Snowpark Container Servi...; Question 84: A data science team is developing an internal LLM to classif...; Question 85: A Snowflake administrator needs to implement a granular acce...; Question 86: A company is planning to process a large volume of legal doc...; Question 87: A SnowPro-certified engineer is tasked with setting up AI Ob...; Question 88: An ML engineer is preparing a Docker image for a custom LLM ...; Question 89: A data engineering team is building an automated pipeline in...; Question 90: A development team is preparing to deploy a new Retrieval-Au...; Question 91: A data analytics team is building a self-service analytics a...; Question 92: A development team is building an AI-powered data pipeline i...; Question 93: An enterprise is deploying a new RAG application using Snowf...; Question 94: A data scientist is tasked with improving the accuracy of an...; Question 95: (Exhibit); Question 96: A business intelligence team wants to enable non-technical u...; Question 97: A global enterprise has Snowflake accounts in various region...; Question 98: A data engineer is constructing a Retrieval Augmented Genera...; Question 99: A data engineer is tasked with defining a semantic model for...; Question 100: A data engineer is designing an automated data pipeline in S...; Question 101: A data analyst is tasked with identifying customers who purc...; Question 102: A data scientist needs to fine-tune a 'mistral-7b' LLM using...; Question 103: A data scientist is tasked with improving the accuracy of an...; Question 104: (Exhibit); Question 105: A data science team is deploying a custom real-time inferenc...; Question 106: A financial institution is deploying a sentiment analysis ap...; Question 107: A data application developer is using the Snowflake Cortex C...; Question 108: (Exhibit); Question 109: A data analyst is setting up a new Cortex Analyst-powered co...; Question 110: A global enterprise has Snowflake accounts in various region...; Question 111: A data scientist has successfully deployed a Hugging Face se...; Question 112: An ML engineer is developing a RAG application in Python and...; Question 113: A security auditor needs to access and analyze logs generate...; Question 114: A data science team is fine-tuning a Snowflake Document AI m...; Question 115: A data scientist is preparing to log a custom PyCaret classi...; Question 116: A Snowflake administrator is tasked with ensuring that a spe...; Question 117: A business intelligence team wants to enable non-technical u...; Question 118: (Exhibit) database role. Which of the following 'privileges ...; Question 119: A financial analyst is concerned about the rising costs of t...; Question 120: An ML engineer is planning a fine-tuning project for a llama...; Question 121: A data engineering team is implementing a solution using Sno...; Question 122: A financial institution wants to automate the extraction of ...; Question 123: An ML Engineer deploys a custom fine-tuned LLM on Snowpark C...; Question 124: An 'ACCOUNTADMIN' has configured the 'CORTEX MODELS ALLOWLIS...; Question 125: A machine learning engineering team is evaluating two differ...; Question 126: A data application developer is tasked with creating a multi...; Question 127: A Gen AI Specialist needs to extract the 'invoice number' an...; Question 128: A data engineer is building an AI data pipeline to automatic...; Question 129: A financial institution uses Snowflake Cortex Analyst with s...; Question 130: A data application developer is tasked with building a multi...; Question 131: A data engineering team is building a pipeline to process le...; Question 132: A development team is preparing to deploy a new Retrieval-Au...; Question 133: A company is developing a RAG application to provide concise...; Question 134: A data engineer is tasked with establishing AI Observability...; Question 135: A data engineering manager needs to audit Cortex LLM functio...; Question 136: A data processing team is using Snowflake Document AI to ext...; Question 137: An ML engineer is designing a Cortex Agent to provide highly...; Question 138: A financial analytics team is using AI_COMPLETE to extract s...; Question 139: An ML Engineer is logging a custom PyCaret model to the Snow...; Question 140: A machine learning engineer is building a product recommenda...; Question 141: A financial institution wants to leverage Snowflake Cortex A...; Question 142: A data scientist is optimising a Cortex Analyst application ...; Question 143: A data engineering team is setting up a Retrieval Augmented ...; Question 144: A Data Engineer is responsible for deploying machine learnin...; Question 145: A financial analytics team is developing an application to e...; Question 146: A data science team is planning to implement a new RAG (Retr...; Question 147: An ML engineer is deploying a custom PyTorch-based image cla...; Question 148: A Snowflake account administrator in an Azure East US 2 regi...; Question 149: A data operations team is attempting to scale up their Docum...; Question 150: A Snowflake team observes consistently high token costs from...; Question 151: (Exhibit); Question 152: An organization is implementing a two-tier LLM access contro...; Question 153: A data science team is using SNOWFLAKE. CORTEX. CLASSIFY_TEX...; Question 154: A data engineering team needs to establish an automated pipe...; Question 155: An administrator has configured the 'CORTEX MODELS ALLOWLIST...; Question 156: An ML engineer is working on a Snowflake project that requir...; Question 157: A financial institution is fine-tuning a llama3.1-70b model ...; Question 158: A developer is integrating a Cortex Fine-tuning pipeline int...; Question 159: A data engineer is building a Snowflake data pipeline to ing...; Question 160: A Streamlit application developer wants to use AI_COMPLETE (...; Question 161: A data engineering manager needs to audit Cortex LLM functio...; Question 162: A Gen AI specialist is preparing to upload a large volume of...; Question 163: A data engineering team needs to configure their Snowflake e...; Question 164: A development team is implementing a document retrieval syst...; Question 165: A data engineering team is setting up a Retrieval Augmented ...; Question 166: A data engineer is working with Snowflake Cortex Analyst to ...; Question 167: An operations team at a company is implementing a robust gov...; Question 168: A machine learning team has fine-tuned a llama3.1-70b model ...; Question 169: A data engineering team is preparing a large corpus of unstr...; Question 170: A data science team is fine-tuning a mistral-lb model within...; Question 171: (Exhibit) Which 'combination of missing schema-level privile...

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