Confusing Shopify profits - build Python calculator for true margins

Confusing Shopify profits - build Python calculator for true margins targets a $1.2B = 3M ecommerce stores × $400 ACV total addressable market with medium saturation and a year-over-year growth rate of 12% YoY — ecommerce tools and analytics growth (Statista / industry reports 2023-2024).

Key trends driving demand: Trend — SMB ecommerce merchants are demanding clearer unit economics as margins tighten, creating demand for margin-first tools.; Trend — Platform APIs (Shopify, BigCommerce) and app stores make integration and distribution simpler for third-party apps.; Trend — AI-driven ETL and cost-inference reduce the engineering time required to reconcile scattered cost data, enabling faster product development.; Trend — Growing adoption of SaaS accounting tools and bookkeeping services creates partnership channels for margin analytics products..