Snowflake SnowPro GenAI Exam | Domain 2 (40%) – Pass or Fail Zone (LLM & AI SQL) @DataEngineering
Snowflake SnowPro GenAI Exam | Domain 2 (40%) – Pass or Fail Zone (LLM & AI SQL)  @DataEngineering
Uploaded December 2025 | Updated September 2026, 2 hours ago
This video is a deep dive into Domain 2 (Snowflake GenAI & LLM Functions) of the Snowflake SnowPro Speciality: GenAI (GES-C01) certification exam, which contributes ~40% of the total exam weightage — making it the single most important scoring domain in the exam.

Domain-2 is where most candidates struggle, not because they don’t know the functions, but because they choose the wrong GenAI capability for a given scenario. This video is designed to help you avoid exactly those mistakes.

In this video, you’ll learn:
----------------------------------------
• Why Domain-2 is critical for passing the Snowflake GenAI exam
• How to study Domain-2 in the right sequence without getting confused
• Where hands-on is mandatory vs where theory is sufficient
• General-purpose vs task-specific Cortex LLM / AI SQL functions
• COMPLETE vs TRY_COMPLETE and pipeline-safe design choices
• Helper functions like PARSE_DOCUMENT, SPLIT_TEXT_RECURSIVE, AI_EMBED
• Vector functions (cosine similarity, L1, L2) and how they appear in exam scenarios
• Structured vs unstructured data analysis use cases
• Building chat interfaces and using GenAI in data pipelines
• Running third-party models using Snowpark Container Services
• Sample-style exam questions and the most common Domain-2 traps


Complete domain-wise playlist covering:
--------------------------------------------------------------
• Complete Playlist 👉youtube.com/playlist?list=PLba2xJ7yxHB7yKE34Pyei1Jr0bKMZWgos
• About SnowPro GenAI Exam 👉 youtu.be/9HsQX_vigYM
• Domain 1: GenAI Overview 👉 youtu.be/tZ8GV6ZGowU
• Domain 2: LLM Functions & AI SQL 👉 youtu.be/GjMvzIAO82g
• Domain 3: Governance, RBAC & Observability 👉 youtu.be/zuZvH113Fbg
• Domain 4: Document AI 👉 youtu.be/GjMvzIAO82g
----------
Snowflake Gen-AI Exam (GES-C01) Tutorial
📖 Ch-06 Complete Cortex Function 👉 youtu.be/pTWLM7F9NpU
📖 Ch-07 Structured Output 👉 youtu.be/V55rC5vip64
📖 Ch-08 AI Cortex Guardrails 👉 youtu.be/_EXmBAfXLfc
📖 Ch-09 AI Sentiment, Entities & Syntax Traps 👉 youtu.be/iqSlgqzNc70
📖 Ch-10 Parse Document (AI Parse Doc) 👉 youtu.be/OY9msaT49nA
📖 Ch-11 👉 youtu.be/6XMI0PWdnPI
📖 Ch-12 👉 youtu.be/bU8No-DATMw
📖 Ch-13 👉 youtu.be/zl7tbyvMK-s
📖 Ch-14 AI SQL Function Usage Monitoring 👉 youtu.be/-dOqWDvZQeo
📖 Ch-15 Monitoring Model Credits 👉 youtu.be/q2pHVRLlnik
📖 Ch-16 How Cortex Analyst Charges 👉 youtu.be/q11XUbFeQ-0
📖 Ch-17 BYOM 👉 youtu.be/L4pFsGMWVgM

Medium Blog
-----------------
Complete syllabus, official documentation links, and a downloadable study roadmap
👉 medium.com/@data-engineering-simplified/0cf763ae69f1

Want a full exam test for the SnowPro GenAI Certification Exam (GES C01)?
👉 udemy.com/course/snowflake-genai-certification-practice-tests-ges-c01

🚀🚀 Video Chapters

00:00 – Introduction
00:35 – What You’ll learn in domain-2
00:52 – What Domain-2 Is Really Testing
02:16 – Important note
02:42 – How to Study Domain-2 (Right Sequence)
03:20 – Section 2.1: LLM & AI SQL Functions
05:16 – Section 2.2: Data Analysis (Structured vs Unstructured)
06:33 – Section 2.3: Chat Interface & Conversation History
07:10 – Section 2.4: Cortex Data Pipeline
07:45 – Section 2.5: 3rd Party Model
08:29 – Sample Questions & Exam Traps
11:40 – Closing Notes & Next Steps
12:05 – Thank You








#snowflakecertification
#genai
#dataengineering

















Disclaimer:
All Snowflake-related learning materials and tutorial videos published on this channel reflect the personal opinions of the Data Engineering Simplified team and are neither authorized by nor associated with Snowflake, Inc.
Snowflake SnowPro GenAI Exam | Domain 2 (40%) – Pass or Fail Zone (LLM & AI SQL)Stored Procedure - How To RETURN A Value/Expression/Table | Snowflake Stored Procedure | Ch-09Binding Parameters With CURSOR | Snowflake Scripting Guide | Stored Procedure Tutorial | Ch-16Read JSON Data Files Using Snowpark | Snowpark Python TutorialChallenges With Referential Integrity In Snowflake?Snowflake Scripting - Assign Multiple Values Using INTO keyword | Snowflake Stored Procedure | Ch-07SWIGGY Data Pipeline | End To End Data Engineering Project In Snowflake#3 | Snowflake Architecture | Snowflake Tutorial for BeginnersQuery Prunning Snowpro Certification Questions | Snowflake Certification Practice Test | #31Snowpark Data Frame Show Function - Get Most Out Of It | Snowpark Python TutorialEp-010 | Minimum Cluster Size For Snowpark Optimized Warehouse | #shortsLoading Multiple CSV Files Into Snowflake At One Go | Ch-03 | Snowflake Tutorial
Data Engineering Simplified |

Snowflake SnowPro GenAI Exam | Domain 2 (40%) – Pass or Fail Zone (LLM & AI SQL)

SHARE TO X SHARE TO REDDIT SHARE TO FACEBOOK WALLPAPER