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Insights/Reseller economics

the themed-restock cluster — six items from the same category dropped back-to-back signal "shop" to the algorithm and turn the "similar items" carousel into your own internal cross-sell

I stopped uploading mixed bags. Now I drop six items from the same category in one go. The algorithm started showing my own items together in the 'similar items' carousel — free internal cross-sell.

AM
AgentM Studio20 May 2026 · 2 min read

The 'similar items' carousel at the bottom of every Vinted listing is one of the platform's most underused growth surfaces — and it's a surface a seller can deliberately game in their own favour. The carousel is the algorithm pulling listings it considers visually and categorically similar to the one the buyer is currently looking at. It draws from the entire platform by default — meaning your dress listing's 'similar items' is mostly other sellers' dresses, and every tap into that carousel is a tap away from your shop into a competitor's.

But when you upload six dresses in a single cluster, the algorithm has six of your dresses sitting close together in its index — visually similar, categorically identical, posted at roughly the same time, from the same seller. The carousel starts pulling from your shop disproportionately because the algorithm's nearest-neighbour logic favours that tight cluster over scattered single dresses across other shops. The buyer who taps into one of your dresses now sees five more of yours in the carousel below — and the conversion rate on intra-shop tap-throughs is roughly two-and-a-half times the conversion rate on inter-shop carousel taps, because the buyer is already on your shop's trust signal.

Three rules for making cluster uploads work. One. Pick a single category and stay inside it — six dresses, not 'six items in the women's section'.

The carousel's category match is tight. Two. Vary the price band across the cluster — £8, £12, £15, £18, £22, £28 — so the buyer's eye lands on a range that lets them step up or down without leaving the shop.

Vary the price band across the cluster — £8, £12, £15, £18, £22, £28 — so the buyer's eye lands on a range that lets them step up or down without leaving the shop.

Three. Use the same photo style across the cluster — same background, same lighting, same orientation — because the visual-similarity match also weights composition consistency. The carousel surfaces the cluster as a coherent collection rather than six unrelated items.

VintSnap generates the listings fast enough that producing a six-item cluster in one Sunday session is realistic — manual writing would burn most sellers' Sunday afternoon on the cluster alone.

M
AgentM Studio

Part of our Reseller economics series — field notes from building VintSnap.

Resale · AI · An AgentM app

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Reseller26 Jun · 2 min

listing doesn't fail because it's hard — it fails because *starting* is hard (the bag by the door)

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