Ajna Analytical Engine
Lightning-fast analytical queries with type safety, SQL translation, and intelligent caching.Quick Start
Why Ajna?
🚀 Fast
Polars-powered execution with lazy evaluation
🔒 Safe
Type-safe queries with Pydantic validation
🛠️ Flexible
SQL translation + native Python API
📊 Production Ready
Caching, monitoring, and error handling
What’s Next?
5-Minute Tutorial
Get up and running with your first query
Complete Guide
Learn all features and advanced usage
API Reference
Complete API documentation
Examples
Real-world code examples
Performance Benchmarks
| Operation | Dataset Size | Time | Memory |
|---|---|---|---|
| Simple Query | 1M rows | 0.15s | 45MB |
| Complex Join | 10M rows | 1.2s | 180MB |
| Aggregation | 100M rows | 2.8s | 450MB |
