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    "title": "Vinted Sellers Database — Brands, Sold Prices, Pro Shops",
    "description": "Every Vinted seller in the FR/IT/ES/NL/BE/PT/LU zone, ranked — who carries your brands and how far under the market median they price, what each closet holds and sold, Pro shops with their trade-register facts. Answered from a census of 3.1M listings: instant rows, no login, no proxy, no start fee.",
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            "title": "Country",
            "pattern": "^([A-Za-z]{2})?$",
            "type": "string",
            "description": "Ranking mode: two-letter ISO country of the seller's account. The census covers the FR/IT/ES/NL/BE/PT/LU shipping zone today (FR, IT, ES, NL, BE, PT, LU). Empty = every country."
          },
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            "description": "Ranking mode: the order of the `user` rows. `sold` and `following` rank members whose full record has been read; `sold_price`, `items_open` and `sales_30d` rank members whose closet has been read; `brand_items` ranks the members who carry `hasBrand` by how many listings of it they have. `ratio` orders a `brands` run by `brand_ratio_sold`, cheapest first.",
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          "minFollowers": {
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            "type": "integer",
            "description": "Ranking and sourcing modes: skip members above this many followers — the band where the small creators live (e.g. 300–50,000)."
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            "description": "Ranking mode: skip members with fewer listings for sale right now (needs the closet to have been read)."
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          "businessOnly": {
            "title": "Vinted Pro accounts only",
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          "archetype": {
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            "type": "string",
            "description": "Ranking mode: keep members of one type, as the census labels them from the numbers (needs the closet to have been read).",
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          },
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              "kids",
              "mixed"
            ],
            "type": "string",
            "description": "Ranking mode: keep closets whose listings are mostly for women, men or children.",
            "default": ""
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          "category": {
            "title": "Category",
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              "men_clothing",
              "kids",
              "shoes",
              "bags",
              "accessories",
              "jewellery",
              "beauty",
              "home",
              "electronics",
              "books_media",
              "toys",
              "sports",
              "other"
            ],
            "type": "string",
            "description": "Ranking mode: keep members whose closet summary puts at least a quarter of the listings in this category.",
            "default": ""
          },
          "brands": {
            "title": "Brands (sourcing)",
            "type": "array",
            "description": "Sourcing mode: who carries any of these brands — open or seen sold — with the brand block on every row: `brand_items_open`, `brand_items_sold`, `brand_median_open` (the seller's asking median for them), `brand_ratio_sold` (that median over the census SOLD median: 0.7 = 30% under what the brand fetches), `brand_ratio_open`, `brand_fav_per_item`, `brand_last_listed_at`, `brand_keys`. Names as written on Vinted; spellings, lines and collaborations follow (`Sézane` also finds Petit Sezane). Combine with `maxPriceRatio`, `minBrandItems`, `minFollowers`/`maxFollowers`, `country`; `sortBy` = `ratio` (cheapest first), `brand_items` or `followers`. With `includeItems`, the `items` array holds only the listings of these brands, each with `ratio_sold` and `deal_score`.",
            "items": {
              "type": "string"
            }
          },
          "maxPriceRatio": {
            "title": "Max price ratio (sourcing)",
            "minimum": 0.05,
            "maximum": 10,
            "type": "number",
            "description": "With `brands`: keep sellers whose asking median for the brands is at most this many times the census SOLD median — 0.7 keeps sellers 30% or more under what the brands actually fetch. Sellers of brands with fewer than 5 sales seen have no ratio and are left out."
          },
          "hasBrand": {
            "title": "Carries brand",
            "pattern": "^.{0,80}$",
            "type": "string",
            "description": "Ranking mode: keep sellers whose closet holds this brand — open now or seen sold — however small a share of their closet it is (case-insensitive, e.g. Acne Studios). Adds `brand_items_open` and `brand_items_sold` to each row. `brand` is the other filter: the seller's single most-listed brand."
          },
          "brand": {
            "title": "Top brand",
            "pattern": "^.{0,80}$",
            "type": "string",
            "description": "Ranking mode: keep members whose most listed brand is this one (case-insensitive, e.g. Zara)."
          },
          "minBrandItems": {
            "title": "Minimum listings of the brand",
            "minimum": 1,
            "maximum": 10000,
            "type": "integer",
            "description": "With `hasBrand`: skip sellers with fewer listings of the brand (open + seen sold).",
            "default": 1
          },
          "closetShares": {
            "title": "Closet must hold",
            "type": "array",
            "description": "Share floors on what the closet holds, as `dimension:value:min` — `garment:dress:0.4` (at least 40% dresses), `era:vintage:0.3`, `material:leather:0.2`, `colour:black:0.3`, `signal:lot:0.1` (trade wording), `category:kids:0.5`. Several are combined with AND. Read them against `tags_coverage` on the row: shares are over the whole closet, so a dimension the titles rarely name has a low ceiling.",
            "items": {
              "type": "string"
            }
          },
          "flags": {
            "title": "Seller must be",
            "type": "array",
            "description": "Every flag you pick must be present. `creator` — followed for the person (2,000+ followers with sales under a twentieth of them, or the titles cite social media). `dealer` — a business, a volume seller, trade wording (lots, retail reference codes), or 200+ listings open. `gifted` — PR packages and samples in the titles. `vintage`, `luxury`, `kids`, `power`, `pro`, `celebrity`, `active` — the closet's own shape.",
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              "type": "string",
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                "vintage",
                "luxury",
                "kids",
                "power",
                "pro",
                "celebrity",
                "active"
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          },
          "similarTo": {
            "title": "Closets like these",
            "type": "array",
            "description": "Sellers whose closet you want matched — ids, profile URLs or usernames. Back come the members whose closets are most like theirs: half the fingerprint (what they sell, in what material, which era, which colours, which wording), half the brand overlap. Each row carries `similarity`, `tags_similarity`, `brand_overlap` and `shared_brands`. The targets themselves are never returned.",
            "items": {
              "type": "string"
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          },
          "userIds": {
            "title": "Member ids",
            "maxItems": 5000,
            "type": "array",
            "description": "Members to read by Vinted id (the number in a profile URL, e.g. 15028320). Stored members answer from the census; others are read from Vinted now. Billed `user` for stored rows, `profile` for live ones.",
            "items": {
              "type": "string",
              "pattern": "^[0-9]{1,12}$"
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          },
          "profileUrls": {
            "title": "Profile URLs",
            "maxItems": 5000,
            "type": "array",
            "description": "Members to read by profile URL (https://www.vinted.fr/member/15028320-nina). Any Vinted country domain.",
            "items": {
              "type": "string",
              "pattern": "^https?://(www\\.)?vinted\\.[a-z.]{2,6}/member/[0-9]+.*$"
            }
          },
          "logins": {
            "title": "Usernames",
            "maxItems": 1000,
            "type": "array",
            "description": "Members to read by username (exact match, case-insensitive). Resolving a username Vinted knows but the census does not costs one live request.",
            "items": {
              "type": "string",
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          },
          "followersOf": {
            "title": "Followers of",
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            "type": "array",
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          "followingOf": {
            "title": "Accounts followed by",
            "maxItems": 500,
            "type": "array",
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            "items": {
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            "maximum": 10000,
            "type": "integer",
            "description": "Lists mode: stop each followers / following list after this many rows (read 90 at a time).",
            "default": 1000
          },
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            "title": "Re-read from Vinted now",
            "type": "boolean",
            "description": "Members mode: read every requested member from Vinted during this run, even when the census holds them, so counts are as of now. Every row is then billed `profile`.",
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            "title": "Include listings",
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            "description": "Attach the member's listings (`items`, up to `maxItemsPerMember`) to every member row — title, brand, size, condition, price, favourites, sold/open/gone state, sold price, photo. Billed `item` per listing.",
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