Using Redis to Cache Open Orders in a Live Trading Bot

REST polling for open orders is slow and burns API rate limits. Redis gives you a sub-millisecond in-memory cache layer with atomic updates — here's the exact architecture we use in production.

Core Takeaway

Apply these patterns in a controlled environment first, then move into staged deployment once risk checks and validation are complete.