MLmargin
Shopify integration

Built for Shopify merchants.

Connect your store and your forecast is ready in minutes. No CSV exports. No spreadsheets in the loop.

Shopify

Three things that hurt growing storefronts.

We've watched merchants hit each of these — and they all surface around the same SKU count. MLmargin closes the gap without adding another tool to the stack.

Shopify merchant scene
01 · Challenge

Lost overview

Shopify lets you create unlimited products. Past about a thousand SKUs, every dashboard becomes a wall of numbers and the human-readable view goes away.

How MLmargin fixes it

MLmargin keeps the surface lean. Drill into any SKU to see how it sold and where it's headed — without scrolling through everything else.

02 · Challenge

Demand forecasting that doesn't move with you

Off-the-shelf forecasting tools give every store the same model. Fast-growing storefronts, new launches, and seasonal categories don't behave like the dataset the model was trained on.

How MLmargin fixes it

We fit a model to your data. No one-size-fits-all. The algorithm that runs on your store is picked because it's the one that performs best on your data — not because it's the default.

03 · Challenge

Overstock or undersupply

More SKUs means more stockouts, miscounts, and inventory errors. Each one bites margin: lost sales on the empty side, holding cost and write-downs on the full side.

How MLmargin fixes it

A replenishment recommendation per SKU that weighs the cost of stocking out against the cost of holding too much. Reduce delivery time, improve customer loyalty, and turn inventory faster.

Try MLmargin on your store.

Tell us about your store and we'll get you onboarded in the early-access cohort. The Shopify install handles the connection — no engineering required.