Klaviyo will tell you email drove 42% of revenue last month. Shopify's admin will show a different number. Your ad platform will claim credit for a chunk of those same sales. All three can be "right" and still leave you with no real answer about what's working. If you're trying to figure out how to connect Klaviyo data to Shopify attribution in a way that actually holds up, the fix isn't picking which dashboard to trust. It's getting the underlying data to agree with itself.