7 October 2026International edition
Vol. I · No.
7 October 2026
AI in Fashion
DAILY
The daily briefing on AI in the fashion business
Where fashion meets artificial intelligence.
Commerce & Marketing · Explainer

Ship-from-store and endless aisle: what do the OMS and store staff need?

Using stores as mini warehouses and selling beyond the shelf both depend on accurate stock, a capable order management system and store teams with time and clear rules.

KEY TAKEAWAYS Summary by the editors

  1. Ship-from-store fulfils online orders from store stock, while endless aisle lets store staff sell items that are not on the shop floor and have them delivered from elsewhere.
  2. Both require an order management system that sees inventory across stores and warehouses, routes each order by rules such as distance, stock depth and cost, and handles splits, cancellations and returns.
  3. Store inventory accuracy is the most common weak point: an order routed to a store that cannot find the item costs time, a cancellation and customer trust.
  4. Results differ by retailer: PetSmart reported fulfilling 90 percent of online orders from stores in 2025, while Nordstrom Rack discontinued ship-from-store in 2022.
  5. Store staff need picking and packing time in their schedules, simple handheld workflows and incentives that credit them for omnichannel work.

Ship-from-store and endless aisle need two things above all: an order management system (OMS) that can see and allocate inventory across every location, and store teams with the time, tools and incentives to pick, pack and sell beyond the shelf. In fashion, where stock is spread thinly across many sizes and colours, both can reduce markdowns and lost sales, but only if store stock data are accurate enough to trust.

What are ship-from-store and endless aisle?

Ship-from-store means fulfilling online orders from a store's stock instead of, or as well as, a distribution centre. The store acts as a small warehouse for nearby customers. Endless aisle works in the other direction: a store associate sells an item the store does not have, such as a missing size, and the order is fulfilled from another store, a warehouse or a supplier. Both rely on the same idea, a single view of inventory available to every channel.

For clienteling, endless aisle is especially important. An associate who can promise a client the right size by the end of the week keeps the sale and the relationship, instead of sending the client to search elsewhere.

What does the order management system need?

OMS capabilities for store fulfilment
CapabilityWhy it mattersTypical question to ask
Network-wide inventory viewOrders can only be routed to stock the system can seeHow often is store stock updated, and from which source?
Rules-based routingBalances delivery speed, shipping cost, stock depth and markdown riskCan rules differ by product, season and region?
Safety stock per storeProtects walk-in customers and avoids routing the last unitCan buffers be set by size and category?
Order splitting and rejection handlingRe-routes lines quickly when a store cannot find an itemHow fast is an unfulfilled line re-allocated?
Store-facing workflowGives staff pick lists, packing and labels on a handheldDoes it work on devices staff already carry?
Returns across channelsLets online orders be returned in any store and restocked correctlyIs returned stock available to sell again immediately?

These capabilities are often bundled with store systems. Salesforce, for example, announced in January 2025 a cloud point-of-sale product that combines clienteling, offline capability, inventory management, endless aisle and omnichannel fulfilment for associates. Whatever the system, the decisive question is whether it receives accurate stock data from every location in near real time.

Read also
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What do store staff need?

  • Scheduled time: picking and packing must be planned into rosters, or it competes with serving customers at peak times.
  • Simple handheld workflows: scan to pick, print a label, confirm. Every extra step increases errors.
  • Packing space and materials in the back of house.
  • Clear exception rules: what to do when an item is missing, damaged or reserved for a walk-in client.
  • Fair credit: recognition in store targets for online orders fulfilled and endless aisle sales made.

Store managers also need visibility. A daily view of open orders, picking times and rejected lines per store helps them plan staff and spot recurring stock problems before they turn into cancellations.

When does ship-from-store pay off, and when does it not?

Results vary widely. Modern Retail reported in April 2025 that PetSmart was shipping 90 percent of its online orders from more than 1,600 stores, with 70 percent of store-shipped orders going to customers within 20 miles, after upgrading to a cloud order management system in 2023. The same report noted that Target fulfilled more than 97 percent of its online orders through stores in 2024, while Nordstrom Rack discontinued ship-from-store in 2022 and Best Buy reduced its volume in 2023.

In apparel, Retail Dive reported that J.Jill planned to launch ship-from-store in the second half of fiscal 2025 as the first capability after its new OMS went live, with its chief executive saying the capability could potentially deliver added margin benefits and its finance chief linking it to fulfilling orders it previously could not and avoiding aggressive markdowns.

The economics depend on a few factors: the share of online demand close to stores, the cost of picking in a store versus a warehouse, split shipments, and how much slow-moving store stock would otherwise be marked down. Retailers with thin store inventory or very high pick error rates often see costs rise faster than benefits.

Where does AI help?

AI and optimisation tools are used in three places. Routing engines weigh delivery promises, costs and the markdown risk of each unit to choose a fulfilment location. Forecasting models estimate how much stock each store needs to keep for walk-in demand before releasing the rest to online orders. And anomaly detection flags stores whose recorded stock regularly differs from what staff can find, which points to where counts or processes need attention. None of this compensates for poor inventory accuracy; it makes the cost of inaccuracy visible.

Read also
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How should a brand or retailer start?

  1. Measure store inventory accuracy by category and size.
  2. Start endless aisle first, since it uses existing warehouse stock and lifts store sales without new picking load.
  3. Pilot ship-from-store in a few stores with good accuracy and enough nearby online demand.
  4. Set routing rules conservatively, with safety stock per store, and review cancellations weekly.
  5. Agree how store teams are credited and staffed before scaling to more locations.

Endless aisle can also extend beyond a retailer's own stock. Footwear brand Cole Haan announced in October 2024 an endless aisle and drop-ship set-up that captures orders from e-commerce and stores and routes them to third-party fulfilment, an approach that extends the same principle to supplier inventory.

Frequently asked questions

What is the difference between ship-from-store and endless aisle?

Ship-from-store fulfils online orders from a store's stock. Endless aisle lets a store sell items it does not have on hand, which are then fulfilled from another store, a warehouse or a supplier.

Do you need a new OMS for ship-from-store?

You need an order management capability that sees store inventory, routes orders by rules and handles rejections and returns. Some retailers add this to existing systems; others replace their OMS first, as J.Jill did before launching ship-from-store.

Why have some retailers stopped ship-from-store?

Store picking can be more expensive than warehouse picking, split shipments raise costs, and inaccurate store stock causes cancellations. Nordstrom Rack, for example, discontinued ship-from-store in 2022.

How does endless aisle help clienteling?

It lets associates promise clients a missing size or colour from elsewhere in the network, which keeps the sale and the relationship in the store rather than sending the client to a competitor.

GuideThe complete guide to AI in fashion e-commerce, marketing and retailRead the complete guide
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