Dynamic pricing systems need blast-radius protection, not just good math

A developer argues that dynamic pricing's real risk is architectural: a pricing engine can damage a live catalog if not properly gated. The proposed solution uses four layers—engine, policy, execution, audit—to ensure no single component can write prices unchecked. The article includes a paid skeleton codebase for Shopify merchants.