Testing Approach
Testing performance optimization includes unit tests for signal logic, integration tests for exchange interaction, and backtests against historical data with realistic slippage modeling.
Overview
This guide covers performance optimization implementation in automated trading systems. The approach combines established patterns with operational considerations drawn from production deployments.
Implementation
Implementation of performance optimization follows a modular architecture. Configuration files define parameters, strategy modules handle logic, and exchange adapters manage execution.
Core Concepts
Understanding performance optimization requires familiarity with market microstructure, order flow dynamics, and execution latency. The following sections detail each component.
Production Notes
In production, performance optimization requires monitoring for API rate limits, database connection pooling, log rotation, alert thresholds, and automated restart procedures. Document runbooks for incident response.