1. Market Data Real-time and historical data for analysis and execution. 2. Trading Algorithms Pre-defined strategies encoded into programs. 3. Execution Platforms Software like MetaTrader, NinjaTrader, or custom platforms. 4. Risk Management Modules Built-in mechanisms to manage exposure and losses. 5. Performance Tracking Tools to evaluate the algorithm’s success and optimize it further.