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Apparel Inventory Forecasting

A forecast does not have to be perfect. It has to be early, at the size level, and shared with the people who will ship it.

Two Kinds of Demand

An apparel brand at volume has two kinds of demand running at once: a steady baseline from core styles and everyday traffic, and spikes from drops, promos and seasonal moments. A forecast has to cover both.

    What a forecast drives:

  • Production buys

    How much of each style and size to make, and when.
  • Inbound timing

    When stock needs to land so it is received and slotted before it sells.
  • Warehouse labor

    How many people the floor needs on launch day and through peak.
  • Cash

    How much money is tied up in inventory and for how long.

Building the Forecast

Start simple. A forecast you update weekly beats a model you never revisit.

Baseline demand

For core styles, start with units sold per week over the last few months, by size. Adjust for weeks where a size was out of stock, because sales stopped for lack of stock, not lack of demand.

Spikes

For drops and promos, look at comparable past events: how many orders arrived on day one, how many in the first week, and how quickly each size sold. An audience that has grown since the last drop will usually buy more, so note follower and email list growth alongside the sales history.

Seasonality

Surf brands rise into spring and summer. Outerwear and fleece rise into fall and the holidays. Every brand has its own pattern, so use your own history. See surf apparel seasonality.

Lead times

Work backward from the date stock must be sellable: production time, freight, port and customs, delivery to the warehouse, and receiving. At OC3PL, labeled inbound with an ASN is received and slotted within one business day. Freight is the part that slips, so build in room.

A Forecast Your Warehouse Can Use

Your production forecast and your warehouse forecast are related but not the same. The warehouse needs to know what is arriving and what is leaving, by day and week.

What to sendWhy the warehouse needs it
Inbound shipments with ASNs and expected datesTo schedule dock appointments and receiving labor
Expected orders per day for each drop or promoTo schedule pick and pack labor
Average units per order for the eventBundles and promos often raise it
Bundles, gift sets and PR kits to pre-buildKitting is scheduled ahead; most builds take 24 to 48 hours
Packaging and insert changesTo stock materials with a buffer
Email sends and influencer posts that could spike ordersTo be ready for demand you can see coming

Send it at least a week before a drop, earlier for bigger events, and update it as you learn more. For a drop timeline, see apparel drop fulfillment.

When the Forecast Is Wrong

It will be wrong sometimes. The question is how quickly you find out and what you can do about it.

  • Watch inventory by size daily during a drop. Your dashboard shows it by SKU.
  • If a drop is selling faster than forecast, call your account manager. They are on site and can move labor while the drop is live.
  • If a style is selling slower, decide early whether to promote it, bundle it, or hold the rest for a later moment. See dead stock.
  • After every event, compare forecast with actual by size and by day. That comparison is the most valuable input to the next forecast.

One apparel brand on our results page grew from 500 to 5,000 orders a day over two years and moved into big-box retail without changing warehouses. Growth like that is only manageable when the brand and the warehouse share the plan.

Tools and Habits

Brands at a thousand to a few thousand orders a month rarely need a dedicated planning system. A shared spreadsheet with weekly units by style and size, inbound dates and event dates covers most of it, as long as someone owns it and updates it every week. As the catalog and channels grow, inventory planning apps that read from your store and warehouse data save time.

Whatever the tool, the habit that matters is the weekly conversation: what sold, what is arriving, what is coming up. At OC3PL that conversation is with a person who works in the same building as your inventory. We are here. We got you.

The Rest of the Plan

Pages that use the forecast.

Common Questions

At least as far ahead as your production and freight lead time, plus receiving. For a warehouse labor forecast, send drop and promo volumes at least a week ahead, earlier for big events.

By size. Sell-out happens size by size, and a style-level forecast hides the sizes that will run out first.

The date, expected orders per day, average units per order, bundles to pre-build, packaging changes and any marketing that could spike demand.

Watch inventory by size during the event and call your account manager if demand runs ahead. Afterward, compare forecast with actual to improve the next one.

Labeled inbound with an ASN is received, photographed and slotted within one business day.

Not at first. A shared spreadsheet by style and size, updated weekly, covers most brands at a thousand to a few thousand orders a month.

Related Reading

More detail, in OC3PL’s own guides.

Share Your Plan With Us

Send us your monthly order volume, SKU count and where you sell. You will get a line-item quote, and a person on site you can call.

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