Size curve planning
Turning the forecast into a buy by size.

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.
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.
Start simple. A forecast you update weekly beats a model you never revisit.
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.
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.
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.
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.
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 send | Why the warehouse needs it |
|---|---|
| Inbound shipments with ASNs and expected dates | To schedule dock appointments and receiving labor |
| Expected orders per day for each drop or promo | To schedule pick and pack labor |
| Average units per order for the event | Bundles and promos often raise it |
| Bundles, gift sets and PR kits to pre-build | Kitting is scheduled ahead; most builds take 24 to 48 hours |
| Packaging and insert changes | To stock materials with a buffer |
| Email sends and influencer posts that could spike orders | To 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.
It will be wrong sometimes. The question is how quickly you find out and what you can do about it.
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.
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.
Pages that use the forecast.
Turning the forecast into a buy by size.
Keeping core styles in stock.
A calendar your warehouse can run.
Forecasting BFCM and the holidays.
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.
More detail, in OC3PL’s own guides.
The overview: what we handle, how a garment moves through the building, and every apparel guide.
Learn how precise demand forecasting reduces overstock, prevents stockouts, and cuts fulfillment costs for your brand.
Why fulfillment pricing is hard to predict early on, why startups routinely underestimate it, and a step-by-step model for forecasting before the volume arrives.
Learn how to accurately forecast subscription box volume to avoid costly stockouts and overstock. A step-by-step guide for e-commerce brands.
Learn how to prevent stockouts for your best-selling products. Our guide covers demand forecasting, reorder points, and choosing the right 3PL partner.
Planning a product drop? Learn how to handle 20x sales volume without operational failure, featuring lessons from the "Firefly" success story.
Fulfillment for limited apparel drops and restocks: forecast-based labor, pre-built bundles, size-sorted picking and same-day shipping from Anaheim.
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.