Trading
Ripple Scaler
High-frequency scalping system designed specifically for XRP market microstructure and volatility patterns.
Project Overview
Ripple Scaler is a specialized high-frequency scalping system engineered for XRP market microstructure. The system exploits short-term price inefficiencies using advanced order book analysis, tick-by-tick data processing, and ultra-fast execution. Built with AsyncIO for concurrent operations, it maintains multiple exchange connections and implements sophisticated position management.
Timeline: 4 months
Status: Production
Key Features
Tick-by-tick order book analysis
Sub-second execution engine
Multi-exchange arbitrage detection
Dynamic spread capture
Inventory risk management
Real-time P&L monitoring
Technology Stack
PythonHFTAsyncIO
Architecture
Backend
- Python AsyncIO
- CCXT Pro
- WebSocket streams
- NumPy
Infrastructure
- Redis for state
- InfluxDB for metrics
- Low-latency VPS
Challenges Overcome
Achieving consistent sub-100ms execution
Managing inventory risk in volatile markets
Handling exchange API limitations
Optimizing for network latency
Key Outcomes
Executed 5,000+ trades with 62% win rate
Maintained 85ms average execution time
Captured 0.05-0.15% spreads consistently
Operated 24/7 with 99.5% uptime
Interested in this project?
View the source code on GitHub or explore more projects in my portfolio.