Most Shopify merchants trust reports until something feels off. Refunds don’t just cut revenue, they shift sales, payouts, taxes, profit. The fix isn’t spreadsheet guessing. It’s refund reporting with the right logic, dates, and fields so reports align and numbers make sense.