Top-down rather than bottom-up. I started inside Meta Events Manager (dataset overview, per-event quality scores, parameter coverage, settings history, actions panels), then verified the Shopify side (Facebook & Instagram channel configuration, Customer Events, theme.liquid code, checkout settings, customer accounts configuration). The live storefront was inspected directly using Meta Pixel Helper and a full page source review.