Algorithmic Trading Platform
A production-grade DEX/CEX aggregation platform that monitors price differences across 14+ cryptocurrency exchanges in real time to identify arbitrage opportunities. Includes a PyTorch-based reinforcement learning trading executor, WebSocket price streaming, and a full observability stack with Grafana and Prometheus dashboards.
{ "project": "Algorithmic Trading Platform", "category": "web-app", "year": "2025", "status": "completed", "stack": [ "Python", "PyTorch", "FastAPI", "TimescaleDB", "Grafana", "Prometheus", "Docker", "AWS", "Redis", "WebSockets", "XGBoost", "Solana" ] }
# The Challenge
Crypto arbitrage windows close in milliseconds. Detecting price discrepancies across centralized and decentralized exchanges requires sub-second latency, reliable data pipelines, and intelligent trade execution that adapts to volatile market conditions.
# Our Solution
Built a FastAPI-based platform with async WebSocket connections to 14+ exchanges including Binance, Jupiter, Uniswap, and HyperLiquid. Deployed a PyTorch reinforcement learning model for trade execution, XGBoost for market prediction, and TimescaleDB for time-series price storage. Full Docker orchestration on AWS EC2 with Prometheus metrics and Grafana dashboards.
> Results
Impact & Outcomes
Sub-200ms arbitrage detection latency
14+ exchange adapters with circuit breakers
PyTorch RL-based trade execution engine
300K+ price inserts per minute
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