Data Ingestion Pipeline

• Real-time & historical market data (Binance API)
• Data cleaning, normalization, feature engineering
• Scheduled ETL pipelines

Machine Learning Pipeline

• Training, validation & testing framework
• LSTM, XGBoost, RL support
• Hyperparameter tuning & experiment tracking
• Model versioning & rollback

Trading Engine

• Rule-based + ML execution logic
• Market/limit orders with risk control
• Slippage, fees, liquidity handling
• Paper & live trading modes

Backend & Infrastructure

API Layer

• REST / GraphQL APIs
• JWT authentication
• Rate limiting & validation

State Management

• Persistent trade storage
• WebSocket real-time sync
• Fault tolerance & recovery

Database

• Time-series DB (prices)
• Relational/NoSQL (users & logs)
• Backup & disaster recovery

Frontend Application

Dashboard

• ShadCN UI + responsive design
• Live charts & indicators
• P/L & trade history
• Model insights

UX Features

• Dark/light mode
• Custom parameters
• Alerts & notifications

Analytics & Monitoring

Performance

• Real-time & historical P/L
• Sharpe ratio, drawdown
• Strategy comparison

Logging

• Centralized logging
• Error alerts & monitoring
• System health dashboards

Security & Risk

• Encrypted API keys
• Role-based access
• Risk limits & stop-loss
• Overtrading protection

DevOps & Deployment

CI/CD

• Automated testing & deployment
• Version control integration

Cloud

• AWS / GCP / Azure
• Docker containers
• Auto-scaling & load balancing

Testing & Validation

• Unit & integration testing
• Backtesting engine
• Forward (paper) testing

Documentation

• Architecture docs
• Swagger/OpenAPI
• Model documentation
• User guide

Advanced (Optional)

• Multi-asset trading
• Sentiment analysis
• Reinforcement learning agent
• Mobile app
• Copy trading