README.md

metadata

title: Tasty Bytes Cortex Analyst Demo
emoji: 🍔
colorFrom: blue
colorTo: purple
sdk: gradio
sdk_version: 4.44.0
app_file: app.py
pinned: false
license: mit

Tasty Bytes Customer Analytics - Cortex Analyst Demo

This interactive demo showcases a natural language interface for customer data analytics built with Snowflake Cortex Analyst.

🎯 What This Demonstrates

Ask questions in plain English and get instant insights from customer loyalty data:

• "How many customers are in our loyalty program?"
• "Which countries have the most customers?"
• "Show me the top 10 customers by total sales"
• "What's the average sales per customer in each country?"

No SQL knowledge required! The AI understands your questions and generates the appropriate queries automatically.

🏗️ Architecture

This demo is built on:

• Data Layer: Snowflake TASTY_BYTES public dataset
• Semantic Layer: Native Snowflake Semantic View (business-friendly data definitions)
• AI Layer: Cortex Analyst (LLM-powered query understanding)
• Interface: Chat-based natural language interface

⚠️ Important Note

This HuggingFace Space is a demonstration and showcase only. The actual Cortex Analyst agent runs on Snowflake infrastructure, not within this Space.

To try the real thing:

1. Get a Snowflake account (free trial available)
2. Follow the setup instructions in the GitHub repository
3. Complete setup in 20-30 minutes

📚 What You'll Find Here

• Demo Video: See Cortex Analyst in action
• Example Queries: Sample questions you can ask
• Sample Results: Real query outputs
• Architecture: How the system works
• Setup Guide: Build it yourself step-by-step

🚀 Try It Yourself

GitHub Repository: tasty-bytes-cortex-analyst

The repository includes:

• Complete setup scripts
• Semantic view YAML definition
• Detailed documentation
• 50+ example queries
• Troubleshooting guide

📊 Dataset

Uses Snowflake's TASTY_BYTES sample dataset:

• 11,420+ customer loyalty members
• Geographic data (30+ countries)
• Sales transactions
• Location visit history

This is publicly available sample data - no real customer information.

👤 Author

Aaman Lamba

• Strategy Consultant & Author
• AI Governance & Data Economy Expert
• Former Senior Industry Principal, Infosys

Connect:

• LinkedIn
• GitHub

📄 License

MIT License - Free to use and modify

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⭐ Like this demo? Star the GitHub repository!

🐛 Questions or issues? Open an issue