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Build RAG Semantic Search in 10 Minutes | Snowflake Cortex Search | Day 19 of AI Coding Challenge Welcome to Day 19 of the 30 Days of AI Coding Challenge 🚀 Up to now, we’ve: Extracted documents, Chunked text, Generated embeddings. But none of that matters if your AI can’t find the right information. 🔥 Today, we build the most critical part of any RAG system — Semantic Search. Using Snowflake Cortex Search, we’ll create a managed search service that: Understands meaning, not just keywords Automatically indexes your data Stays in sync with your tables Inherits Snowflake’s security and governance 🔍 What you’ll learn today What semantic search actually is (in simple terms) Why keyword search fails for AI applications How Cortex Search works inside Snowflake How to: Configure database settings Create a searchable view Build a Cortex Search service Verify and test the search service By the end of this video, you’ll have a working semantic search layer ready to plug into your RAG app. 🛠 Prerequisites Completed Days 1–18 of the challenge (If not, check the earlier videos and complete them first.) • 30 Days of AI Coding Challenge 🚀 | Build A... Timecodes 0:00 - Introduction 0:15 - What you will Learn today 0:34 - What is Semantic Search & Why Cortex Service 1:48 - Why AI Coding Challenge 2:03 - Demo of the Vector Embeddings for RAG 4:49 - Code walkthrough : Database Configuration 5:29 - Create View for Cortex Search Service 5:48 - Create Cortex Search Service 6:33 - Verify saved Cortex Search Service 7:11 - Learn more - Snowflake Cortex Search Service 7:29 - Implementation of Cortex Search Service for RAG 8:11 - Outcome of Day 19 of AI Coding Challenge 8:41 - What you will learn tomorrow 👉 Resources Day 19 challenge guide: [https://30daysofai.streamlit.app/?day=19] Cortex Search - Snowflake Documentation https://docs.snowflake.com/en/user-gu... Official challenge announcement: [https://discuss.streamlit.io/t/the-30...] Code reference (all days): [https://github.com/sudeepkumar10x/30D...] --- 💼🧑💻 Join Our Data Engineering Community Get exclusive learning resources, updates, and discussions. 👉 https://chat.whatsapp.com/FBv72iezg9M... #30DaysOfAI #Streamlit #Snowflake #AICoding #DataEngineering #SudeepKumar10x #AIChallenge #LLM #RAG #CortexSearch #SemanticSearch #SnowflakeCortexAI #cortexai