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Category playbooks: from Amazon to shelves

Amazon Apparel Brand Wholesale: Size Runs and Seasons

By Martin Mecar, founderAugust 31, 20267 min read

An Amazon apparel brand selling wholesale has to relearn one thing above all others: a store does not buy a product, it buys a size run inside a season, and it commits months before the customer sees it. Everything else — hangtags, packing, terms, returns — follows from that.

On Amazon a shirt is a parent listing with variations, and inventory flows to whatever sells. In wholesale a buyer picks styles, picks colors, picks a size curve, signs an order for a delivery window and then lives with the result. If you hand a buyer an Amazon-style assortment with no curve and no dates, the conversation ends politely.

The buying calendar you are now on

Retail buys ahead. A boutique writes spring orders in the previous autumn; a chain works further out than that. Orders are placed with a ship window — a start date and a cancel date — and if the goods miss the cancel date the buyer can refuse them outright.

This means three dates matter for every style: when the buyer writes the order, when you have to place production, and the ship window you promised. A brand running on Amazon lead times, where you reorder when the stock alert fires, will miss all three the first season and get a reputation before it gets an account.

Practical version for a small brand: decide you will present two deliveries a year rather than four, build the line around styles that carry across both, and quote a ship window at least four weeks wider than your factory's best case. The buyer prefers a conservative date you hit to an aggressive one you miss.

Size curves, prepacks and the numbers a buyer asks for

A buyer will ask how the item is packed. There are two answers and you should be able to offer both.

Prepacks are fixed assortments — a case of eighteen tees packed two small, four medium, six large, four extra large, two double extra large, all one color. The buyer orders cases, your warehouse picks cases, and nobody counts singles. This is what a small store wants because it removes the decision, and it is what keeps your pick costs sane.

Open stock means the buyer chooses quantity per size and color. It sells better to experienced buyers who know their customer, and it makes your picking much more expensive. Set a minimum per style and color if you offer it.

Your curve should come from your own Amazon data, which is the one advantage you have over a brand starting cold. Pull the sales by child ASIN for the last twelve months and you have a real size distribution for your customer, plus a return rate by size that tells you where the fit is wrong. Fix the fit before you sell wholesale, because a store cannot absorb returns the way a marketplace does.

Hangtags, labels and the legal bits

Apparel carries more mandatory labelling than almost anything else, and buyers check it because they inherit the liability.

Every garment needs a care label with fiber content, country of origin and care symbols, permanently attached and legible after washing. It needs a size label a shopper can find while it is on a rail. It needs a hangtag with your brand, the style number, the size and a barcode — and the barcode has to be a GS1 code assigned to you, one per style-color-size combination. A brand with twelve styles in five colors and six sizes is looking at several hundred codes, which is normal and is the reason a barcode spreadsheet is the first document a buyer requests.

Two extra items to have ready: a certificate of insurance with product liability cover, and, for children's apparel, the safety testing and tracking-label requirements that apply to children's products. If you sell kids' sizes, read amazon baby products wholesale before you quote anything, because the certification work is significant and slow.

Floor-ready packing and why it costs you money

A chain will send a routing guide and a packing standard. Read the packing section carefully, because that is where the deductions live.

Common requirements: each garment in a polybag with a suffocation warning; the polybag label showing style, color, size and barcode; a packing list on the carton; a carton label in a specified format in a specified position; a set carton height or weight limit; and sometimes garments on hangers with a particular hanger type, shipped in wardrobe cartons.

Every one of those is a cost. A pre-ticketed, hanger-ready garment costs more to produce than a folded one, and the price you quote has to include it. Ask for the packing standard before you price, not after the order is written. The same principle applies across categories, and the mechanics of receiving standards are covered in how to sell amazon products in retail stores.

If the buyer does not have a routing guide — most independents do not — write your own standard and stick to it. Consistent cartons make you easy to receive, which is a bigger part of getting reordered than most brands believe.

Pricing the line so both channels hold

Apparel has a pricing convention that is unusually firm: a store expects to roughly double its cost to get to the shelf price, and a brand that breaks it does not get shelf space.

Take a mid-weight hoodie. Landed cost eighteen dollars. Suggested retail seventy-nine dollars. Wholesale price to the store thirty-six to forty dollars. Against eighteen dollars landed that leaves twenty or so dollars per unit, with no advertising attached and no return processing, against the forty-some dollars a unit contributes on Amazon after referral fee, fulfillment, storage and ads.

The Amazon contribution looks bigger. The wholesale one is more predictable, absorbs a whole production run in a single order, and does not require you to bid for attention every day. Run your own version of this with the method in wholesale pricing for amazon products.

Where brands get hurt is discounting. If you run a deep promotion on your own listing, the store selling the same hoodie at seventy-nine dollars watches shoppers price-check in the aisle. Decide in advance which styles are wholesale styles and hold their online price, or make the wholesale line different enough that it is not directly comparable.

Terms, returns and what you are agreeing to

Wholesale apparel terms carry items that do not exist on Amazon.

Net thirty is the normal starting point once a customer has a history; first orders from small stores should be prepaid or paid on card. Some buyers ask for dating — pay later than the ship date, tied to the selling season — and a small brand generally cannot afford it.

Watch for three clauses. Markdown allowance means you contribute to the store's discount if the goods do not sell; agree to it only if you can afford it. Return to vendor means unsold or damaged goods come back at your cost. Chargebacks are deductions for paperwork and packing errors, and in apparel they are routine at chain level — a mislabelled carton or a late delivery becomes a line item off your invoice.

For a first wholesale season, the safest structure is small orders, prepaid or short terms, no markdown allowance, and returns only for defects. You will sell less. You will also still be in business next season.

Where to find the first accounts

The classic routes are regional trade markets and sales representative groups. A rep group carries your line alongside others to stores they already sell, takes a commission on what ships, and gets you in front of buyers who will not answer a cold email. The trade is margin for access, and for a first-season apparel brand it is usually worth it.

Before that, though, build a target list of the independent stores that already stock brands adjacent to yours. Paste your listing into WholesalePilot and the preview shows the kinds of stores and distributors that would plausibly carry it, which turns a vague plan into a list you can actually work.

Private label brand to retail covers the wider sequence from a marketplace-only brand to a stocked one, and amazon seller retail partnerships covers how those first relationships are usually structured.

Questions apparel sellers ask

Do stores care that the brand is on Amazon? Some do, mostly because they fear being undercut. Show them your price discipline and a suggested retail you defend, and the objection usually goes away.

Can the same garment serve both channels? Yes, if the hangtag and labels are retail-correct and the Amazon prep is added on top. Designing for retail first is cheaper than retrofitting.

How deep should the first order be? One or two styles, full size run, one or two colors. A store that sells through a small order reorders. A store buried in a large one does not.

What sizes should I offer wholesale? The ones your own return data says fit. Offering an extended range you have never sold is how a first account ends in a return.

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