The Problem With "Good Enough" Data

Here's a scenario that plays out dozens of times a day across growing ecommerce brands: A founder launches a flash sale on Tuesday morning. By Wednesday afternoon, they check the performance. ROAS looks fine in Meta Ads Manager. Shopify revenue looks strong. They let it run.

What they don't see until Friday's weekly report: conversion rate dropped 40% from Tuesday afternoon onward because the promo landing page broke on mobile. Three days of ad spend went toward a broken experience. Thousands of dollars of recoverable revenue, gone.