E-commerce engineering covers the storefront, catalogue and variant architecture, checkout and payment integration, product data and feeds, and the fulfilment, stock and order operations behind them — across Shopify, WooCommerce, headless and custom platforms.
Platform choice follows who operates the store rather than which platform is technically superior. Shopify suits teams wanting hosted reliability and a proven checkout without operating any of it. WooCommerce suits content-led stores already on WordPress that need deeper customisation. Headless or custom earns its cost when catalogue logic, pricing rules or integration requirements genuinely exceed what a platform supports — not because the storefront should look distinctive, which a good theme already achieves.
The checkout rule that prevents the most expensive class of bug: never let an order depend on the customer's browser returning successfully from the payment provider. Treat the provider's webhook as the source of truth, verify its signature, make processing idempotent so a repeated event cannot create a second order, and reconcile against provider state on a schedule. Orders should have a pending state that resolves either way, because customers close tabs and networks drop.
Stock is the other recurring failure, and it is almost always organisational rather than technical. Overselling happens when two systems both believe they own the stock figure. One system is nominated as authoritative, every channel reads from it, and reservation behaviour at checkout, oversell handling and a reconciliation pass for missed updates are decided explicitly rather than emerging from whichever integration was built most recently.