Why does mapping matter so much?

“Why does mapping matter so much?”

Because one wrong column can change the whole profit story.

In ecommerce, an order export may look simple.

But if SKU, quantity, discounts, refunds, shipping, fees, taxes, COGS, or ad spend are missing or mapped incorrectly, the profit analysis becomes unreliable.

A few common file issues:

* SKU column is blank or inconsistent
* discounts are mixed into revenue
* refunds are not separated clearly
* shipping charged and shipping cost are confused
* COGS is missing or outdated
* order IDs do not match across files
* ad spend is not connected to the right period or channel

This is why profit clarity starts with data mapping.

Not because mapping is exciting.

Because bad mapping creates bad decisions.

Okiela’s first audit is designed to find profit leaks, but also to show what is verified, estimated, or missing.

#EcommerceProfit #Okiela #ProfitLeakage #Shopify