Beauty brands run some of the messiest P&Ls in ecommerce, and most ROI dashboards weren't built with shade-matched lipstick returns or influencer gifting budgets in mind. If you're trying to nail down ecommerce analytics ROI for a beauty brand, the standard "ad spend vs revenue" formula gets you a number, just not a true one. Between Shopify, Amazon, TikTok, and Meta all reporting their own version of reality, most beauty teams are flying on a blended guess dressed up as a metric.