An LLM agent dynamically reweights fraud signals (IP velocity, address mutation patterns, behavioral cadence) across sessions to detect bot re-engineering in real time — something static Zapier rules cannot do without retraining. The agent reasons over evolving attack patterns and autonomously updat Merchants dealing with persistent fraud bots must manually configure third-party payment processor filters (e.g., Authorize.net) because Shopify provides no native adaptive bot-blocking or rate-limit

• Shopify Bot Blocking App Bootstrap
• Redis Velocity Sliding-Window Counter
• AI-powered analysis — intelligent decisions without manual rules
• Shopify Admin Block Action Executor
• Secure data storage with full audit history