Build and deploy applications on Snowflake's AI Data Cloud with Cortex AI, Native Apps, and Snowpark.

• Cortex AI functions (COMPLETE, SUMMARIZE, TRANSLATE, SENTIMENT, AI_FILTER, AI_CLASSIFY) run directly in SQL with 7+ LLM models and automatic optimization for filtering queries
• Native App development with Streamlit, external access integrations, shared data patterns, and Marketplace publishing with security review workflow
• JWT key-pair authentication with account locator/organization-account identifier mapping, plus SPCS container service token support
• Snowpark Python for DataFrame operations, UDFs, stored procedures, and DML statistics; REST API v2 with async query handling and polling patterns for Cloudflare Workers
• Prevents 11 documented errors including account identifier confusion, external access reset on deploy, memory leaks in connector 4.x, and AI function throttling during peak usage