# SHEIN Seller & Manufacturer Leads - Factory Contacts (`clearpath/shein-seller-leads`) Actor Get SHEIN marketplace sellers by keyword, each with its real manufacturer contact: factory name, address, phone and email, plus the EU responsible person and store profile (rating, followers, product count). 7 EU markets, one clean row per seller. Export to CSV, JSON or Excel. - **URL**: https://apify.com/clearpath/shein-seller-leads.md - **Developed by:** [ClearPath](https://apify.com/clearpath) (community) - **Categories:** Lead generation, E-commerce - **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, NaN bookmarks - **User rating**: No ratings yet ## Pricing from $7.49 / 1,000 seller leads This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events. Since this Actor supports Apify Store discounts, the price gets lower the higher subscription plan you have. Learn more: https://docs.apify.com/platform/actors/running/actors-in-store#pay-per-event ## What's an Apify Actor? Actors are a software tools running on the Apify platform, for all kinds of web data extraction and automation use cases. In Batch mode, an Actor accepts a well-defined JSON input, performs an action which can take anything from a few seconds to a few hours, and optionally produces a well-defined JSON output, datasets with results, or files in key-value store. In Standby mode, an Actor provides a web server which can be used as a website, API, or an MCP server. Actors are written with capital "A". ## How to integrate an Actor? If asked about integration, you help developers integrate Actors into their projects. You adapt to their stack and deliver integrations that are safe, well-documented, and production-ready. The best way to integrate Actors is as follows. In JavaScript/TypeScript projects, use official [JavaScript/TypeScript client](https://docs.apify.com/api/client/js.md): ```bash npm install apify-client ``` In Python projects, use official [Python client library](https://docs.apify.com/api/client/python.md): ```bash pip install apify-client ``` In shell scripts, use [Apify CLI](https://docs.apify.com/cli/docs.md): ````bash # MacOS / Linux curl -fsSL https://apify.com/install-cli.sh | bash # Windows irm https://apify.com/install-cli.ps1 | iex ```bash In AI frameworks, you might use the [Apify MCP server](https://docs.apify.com/platform/integrations/mcp.md). If your project is in a different language, use the [REST API](https://docs.apify.com/api/v2.md). For usage examples, see the [API](#api) section below. For more details, see Apify documentation as [Markdown index](https://docs.apify.com/llms.txt) and [Markdown full-text](https://docs.apify.com/llms-full.txt). # README ## Find SHEIN Marketplace Seller & Manufacturer Leads by Keyword ![SHEIN Marketplace Seller & Manufacturer Leads](https://iili.io/Cq5hoDg.png) Discover the **SHEIN marketplace sellers** behind a product and get the **real manufacturer/factory contact** (name, address, phone, email), the **EU responsible person**, and the store profile. Live data, never cached, and no store URL needed.
Clearpath Shopping & Product Data   •  Structured product and store data on Apify
➤ SHEIN Seller & Manufacturer Leads
You are here 		 Shein Product Scraper
Prices, sizes, variants, fit 		 Shopify Store Leads
Emails, phones, ratings
#### ๐Ÿ‘‰ Copy page for your AI assistant ```` clearpath/shein-seller-leads on Apify. Finds SHEIN marketplace sellers by keyword and returns, per seller: manufacturer/factory contacts (name, address, phone, email), the EU responsible person, store profile (name, rating, followers, product count, logo), store URL, and sample products. EU markets only (DE/FR/ES/IT/NL/PL/SE). Call ApifyClient("TOKEN").actor("clearpath/shein-seller-leads").call(run\_input={"keyword":"power tools","site":"de"}), then client.dataset(run\["defaultDatasetId"]).list\_items().items. Key inputs: keyword (string, required), site (enum: de/fr/es/it/nl/pl/se), maxItems (integer), includeSampleProducts (boolean, default false - off keeps rows to seller+contacts, on adds full product records), category (string, optional). Full spec: GET https://api.apify.com/v2/acts/clearpath~shein-seller-leads/builds/default (Bearer TOKEN) โ†’ inputSchema, actorDefinition.storages.dataset, readme. Pay per seller. Token: https://console.apify.com/account/integrations ```` ### Key Features - **Keyword search**: type what the sellers offer (e.g. "power tools", "car accessories") and get the marketplace sellers that carry it - **Real factory contacts**: each seller's actual manufacturer with name, address, phone, email and postal code, not a generic shell - **EU responsible person**: the EU-based operator behind the products, with their contact details - **Store profile**: store name, rating, follower count, product count, logo and store URL - **Sample products**: the full product record for the listings that anchored each lead (price and discount, rating, image URLs, colors, category, promotions, GPSR compliance), each tagged with the factory it maps to - **7 EU markets**: Germany, France, Spain, Italy, Netherlands, Poland and Sweden, each in local language and currency - **One clean row per seller**: distinct factories and responsible persons grouped per store, ready for a CRM or outreach tool - **Pay per seller**: only pay for the leads you get ### How to use #### Basic, sellers in Germany ```json { "keyword": "power tools", "site": "de" } ```` #### A specific market and result cap ```json { "keyword": "car accessories", "site": "fr", "maxItems": 200 } ``` #### Narrow a keyword to a category ```json { "keyword": "pet supplies", "site": "de", "category": "pet-supplies" } ``` ### Input parameters | Field | Type | Default | Description | |---|---|---|---| | `keyword` | string | (required) | Product term to find sellers for. Search for the product type (e.g. "power tools", "pet supplies"), not a specific item. | | `site` | string | `de` | EU market: Germany, France, Spain, Italy, Netherlands, Poland or Sweden. Sets the country, language and currency. Seller contact data is the same EU-wide; the market mainly changes which sellers you discover. | | `maxItems` | integer | `50` | Maximum number of unique sellers to return (1โ€“10,000). | | `includeSampleProducts` | boolean | `false` | Off by default for lean, contact-focused rows. Turn on to attach the full product record (price, rating, images, category, promotions, GPSR compliance) for the listings behind each seller. | | `category` | string | (none) | Optional. Narrows the keyword search to a category. | **Market values** (for programmatic runs): | Market | `site` | Currency | |--------|--------|----------| | Germany | `de` | EUR | | France | `fr` | EUR | | Spain | `es` | EUR | | Italy | `it` | EUR | | Netherlands | `nl` | EUR | | Poland | `pl` | PLN | | Sweden | `se` | SEK | ### Output Each seller is one dataset record. By default the output is lean and contact-focused; the `sampleProducts` array shown below is included only when you turn on **Include sample products**. ```json { "storeCode": "1891158300", "storeName": "aigoodst", "sellerId": "5695577", "market": "DE", "url": "https://www.shein.com/store/home?store_code=1891158300", "manufacturers": [ { "name": "Shenzhen Ai Jia Chuang Xiang Technology Development Co., Ltd.", "address": "Shenye Logistics, No.6 Fukang Road, Hehua Community, Pinghu Street, Longgang District, Shenzhen, Guangdong, China", "phone": "13421828523", "email": "wanghuijie@ajcx01.com", "postal": "518100" } ], "euResponsiblePersons": [ { "name": "Apex CE Specialists GmbH", "address": "Grafenberger Allee 277, Dรผsseldorf, Nordrhein-Westfalen, Germany", "phone": "21186392011", "email": "Info@apex-ce.com", "postal": null } ], "businessModelLabel": "Local seller", "rating": 4.79, "followers": "41", "productCount": "202", "logo": "https://img.ltwebstatic.com/...", "businessModel": "1", "brandCode": null, "mallCode": "1", "priorityMallType": "1", "gradeEnums": [], "ratingSource": "1", "storeTitle": "aigoodst", "sellerLabel": "Marke", "sellerSource": "10", "storeBusinessType": "1", "storeType": "1", "salesArea": "1", "stockMode": "4", "storeStatus": "1", "performParty": "2", "isChoicesStore": false, "isFashionStore": false, "storeDescription": null, "serviceLabels": [ { "type": "FreeShipping", "title": "Free shipping", "description": "This store offers free shipping.", "icon": "https://img.shein.com/..." } ], "deliveryTypes": [ { "type": "FreeShipping", "title": "Free shipping", "description": "...", "icon": "..." }, { "type": "SoldRecently", "title": "1K+ sold recently", "description": "", "icon": "..." } ], "bannerImage": "https://img.shein.com/...", "sampleProducts": [ { "productId": "178231850", "sku": "sp25051246462529221", "spu": "p250512464625", "name": "Portable Folding Pet Tent, Waterproof Octagonal Pet Cage With Removable Sunshade", "url": "https://www.shein.com/...-p-178231850.html", "category": { "id": "4058", "name": "Cages" }, "price": { "current": 13.26, "currentFormatted": "13,26โ‚ฌ", "original": 22.18, "originalFormatted": "22,18โ‚ฌ", "currency": "EUR", "usdCurrent": 15.29, "discountPercent": 40 }, "rating": { "average": 4.71, "count": 7, "countText": null }, "image": "https://img.ltwebstatic.com/...", "images": ["https://img.ltwebstatic.com/...", "https://img.ltwebstatic.com/...", "... 7 more"], "colorImage": null, "videoUrl": null, "colors": [], "inStock": true, "onSale": true, "isClearance": false, "quickship": true, "customization": false, "store": { "code": "1891158300", "mallCode": "1", "businessModel": "1", "businessModelLabel": "Local seller", "brandCode": null, "priorityMallType": "1", "gradeEnums": [] }, "promotions": [ { "typeId": "31", "endTime": "2026-06-10 05:59:59", "isReturn": true, "isFullShop": false, "note": "Valid until Jun 10 05:59" } ], "manufacturer": "Shenzhen Ai Jia Chuang Xiang Technology Development Co., Ltd.", "compliance": { "identification": ["FA8212"], "safetyImages": ["https://img.ltwebstatic.com/..."], "safetyDocumentUrl": null, "safetyCertificationUrl": null, "warnings": ["Use only the manufacturer-approved charger. Charge within the stated temperature range."], "recyclingBatteries": null, "customerService": "https://m.shein.com/user/support" } }, "... more products" ], "productsFound": 5, "scrapedAt": "2026-06-08T11:09:45.813846+00:00" } ``` - `manufacturers` and `euResponsiblePersons` lead each row and carry the contact's **name**, **address**, **phone** and **email** (manufacturers add `postal` where SHEIN lists it). They are the **distinct** entities found across the seller's products (usually one, sometimes more). - `businessModelLabel` is always **Local seller** here: these are independent marketplace sellers, the ones that carry real factory data. - `followers` and `productCount` are kept exactly as SHEIN displays them ("1.7M", "30K"). - `sellerId` is the seller's stable internal identifier, handy for deduping across runs; `storeBusinessType`, `salesArea`, `stockMode` and the other store codes are passed through exactly as SHEIN returns them. - `serviceLabels` and `deliveryTypes` are the storefront badges (free shipping, recently sold, repeat buyers) with their localized titles. - `sampleProducts` carries the full product record for each listing that anchored the leads (price and discount, rating, all image URLs, colors, category, promotions, stock and sale flags), each tagged with the factory it maps to. - `compliance` (per sample product) holds the product's GPSR disclosures: identification code, safety document/certification/image links, mandatory safety warnings and battery-recycling info. Fields are `null` when the product carries none. ### What works best This actor shines on **hardware, home, auto, pet, garden and tools**, where most listings come from independent marketplace sellers with real factory data. **Fashion and apparel** are mostly SHEIN's own brand, not marketplace sellers, so those keywords return few results. Search for the product type, not a clothing item. ### Pricing, Pay Per Event Each seller costs **$0.00999**, dropping to **$0.00749** with Apify Store subscription discounts. You are billed per **seller** returned, not per compute time. A small `maxItems` lets you preview the output shape before a larger job. **Free tier:** on Apify's free plan you get 10 runs, up to 10 sellers each (100 leads to try it on real searches). A paid plan lifts both caps and bills per seller. ### Use cases **Supplier and factory sourcing** โ€” find the actual manufacturer behind a marketplace product so you can source it directly, not just the storefront. **B2B lead generation** โ€” build targeted prospect lists of marketplace sellers and their contacts by niche, ready for outreach. **Competitor and market mapping** โ€” see who sells a category, how their stores rank, and how many operate in each market. **Compliance research** โ€” collect manufacturer and EU-responsible-person disclosures for a product category. ### FAQ **How many sellers can I get?** Up to 10,000 per run. Set `maxItems` to control how many you want and the actor handles the rest. **Why EU markets only?** The manufacturer and responsible-person details are EU compliance disclosures sellers are required to publish. Outside the EU these are not available, so a non-EU market would return empty contacts. **Do I need a store URL?** No. Enter a keyword and pick a market. **What contact data is included?** The manufacturer/factory (name, address, phone, email, postal) and the EU responsible person, plus the store profile (name, rating, followers, product count, logo) and the store URL. **Why are some sellers thin on apparel keywords?** Fashion is mostly SHEIN's own brand rather than marketplace sellers. Utility categories (tools, auto, pet, home, garden) are where the marketplace sellers and their factory data live. **Do I need any credentials or cookies?** No. Just enter a keyword and run. **Can I export the data?** Yes. Download as JSON, CSV, Excel, XML or HTML from Apify Console, or access results via the Apify API and integrate with Google Sheets, Zapier, Make or Airbyte. ### More scrapers from our friends at Zen Studio Sister scrapers for product, price and seller data. - **1688 ้˜ฟ้‡Œๅทดๅทด** - [1688 Wholesale Scraper](https://apify.com/zen-studio/1688-wholesale-scraper) - **Taobao ๆท˜ๅฎ** - [Taobao Product Scraper](https://apify.com/zen-studio/taobao-search-scraper) - **JD.com ไบฌไธœ** - [JD.com Scraper](https://apify.com/zen-studio/jd-com-search-scraper) **More from Clearpath** - **SHEIN** - [Shein Product Scraper](https://apify.com/clearpath/shein-product-scraper) - **Shopify** - [Shopify Product Search](https://apify.com/clearpath/shop-by-shopify-product-scraper) - [Shopify Store Leads](https://apify.com/clearpath/shopify-store-leads) ### Support - **Bugs**: Issues tab - **Features**: Email or issues - **Email**: max@mapa.slmail.me ### Legal The manufacturer and EU-responsible-person details returned by this actor are public product-compliance disclosures that sellers are required to publish. They may include personal contact details. Use the data responsibly and in accordance with applicable law, including GDPR and marketing/anti-spam rules in your jurisdiction. *** *Find SHEIN marketplace sellers by keyword and export the real manufacturer/factory contacts, EU responsible person and store profile, one clean row per seller.* # Actor input Schema ## `keyword` (type: `string`): Product term to find sellers for. Examples: power tools, car accessories, pet supplies. ## `site` (type: `string`): Which EU market to search. Seller contact data is the same EU-wide; the market mainly changes which sellers you discover. ## `maxItems` (type: `integer`): Maximum number of unique sellers to return. ## `includeSampleProducts` (type: `boolean`): Add the full product record for the listings behind each seller (price and discount, rating, images, colors, category, promotions and product safety/compliance). Leave off to keep results lean and contact-focused: each row is just the seller, its manufacturer and EU responsible-person contacts, and the store profile. Billing is per seller either way. ## `category` (type: `string`): Optional. Narrows the keyword search to this category. ## Actor input object example ```json { "keyword": "power tools", "site": "de", "maxItems": 50, "includeSampleProducts": false } ``` # Actor output Schema ## `sellers` (type: `string`): Marketplace sellers with manufacturer/factory contacts, the EU responsible person, store profile and sample products. # API You can run this Actor programmatically using our API. Below are code examples in JavaScript, Python, and CLI, as well as the OpenAPI specification and MCP server setup. ## JavaScript example ```javascript import { ApifyClient } from 'apify-client'; // Initialize the ApifyClient with your Apify API token // Replace the '' with your token const client = new ApifyClient({ token: '', }); // Prepare Actor input const input = { "keyword": "power tools", "site": "de", "maxItems": 50 }; // Run the Actor and wait for it to finish const run = await client.actor("clearpath/shein-seller-leads").call(input); // Fetch and print Actor results from the run's dataset (if any) console.log('Results from dataset'); console.log(`๐Ÿ’พ Check your data here: https://console.apify.com/storage/datasets/${run.defaultDatasetId}`); const { items } = await client.dataset(run.defaultDatasetId).listItems(); items.forEach((item) => { console.dir(item); }); // ๐Ÿ“š Want to learn more ๐Ÿ“–? Go to โ†’ https://docs.apify.com/api/client/js/docs ``` ## Python example ```python from apify_client import ApifyClient # Initialize the ApifyClient with your Apify API token # Replace '' with your token. client = ApifyClient("") # Prepare the Actor input run_input = { "keyword": "power tools", "site": "de", "maxItems": 50, } # Run the Actor and wait for it to finish run = client.actor("clearpath/shein-seller-leads").call(run_input=run_input) # Fetch and print Actor results from the run's dataset (if there are any) print("๐Ÿ’พ Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"]) for item in client.dataset(run["defaultDatasetId"]).iterate_items(): print(item) # ๐Ÿ“š Want to learn more ๐Ÿ“–? Go to โ†’ https://docs.apify.com/api/client/python/docs/quick-start ``` ## CLI example ```bash echo '{ "keyword": "power tools", "site": "de", "maxItems": 50 }' | apify call clearpath/shein-seller-leads --silent --output-dataset ``` ## MCP server setup ```json { "mcpServers": { "apify": { "command": "npx", "args": [ "mcp-remote", "https://mcp.apify.com/?tools=clearpath/shein-seller-leads", "--header", "Authorization: Bearer " ] } } } ``` ## OpenAPI specification ```json { "openapi": "3.0.1", "info": { "title": "SHEIN Seller & Manufacturer Leads - Factory Contacts", "description": "Get SHEIN marketplace sellers by keyword, each with its real manufacturer contact: factory name, address, phone and email, plus the EU responsible person and store profile (rating, followers, product count). 7 EU markets, one clean row per seller. Export to CSV, JSON or Excel.", "version": "0.0", "x-build-id": "5R0ttfWKyPZN6bBpZ" }, "servers": [ { "url": "https://api.apify.com/v2" } ], "paths": { "/acts/clearpath~shein-seller-leads/run-sync-get-dataset-items": { "post": { "operationId": "run-sync-get-dataset-items-clearpath-shein-seller-leads", "x-openai-isConsequential": false, "summary": "Executes an Actor, waits for its completion, and returns Actor's dataset items in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$ref": "#/components/schemas/inputSchema" } } } }, "parameters": [ { "name": "token", "in": "query", "required": true, "schema": { "type": "string" }, "description": "Enter your Apify token here" } ], "responses": { "200": { "description": "OK" } } } }, "/acts/clearpath~shein-seller-leads/runs": { "post": { "operationId": "runs-sync-clearpath-shein-seller-leads", "x-openai-isConsequential": false, "summary": "Executes an Actor and returns information about the initiated run in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$ref": "#/components/schemas/inputSchema" } } } }, "parameters": [ { "name": "token", "in": "query", "required": true, "schema": { "type": "string" }, "description": "Enter your Apify token here" } ], "responses": { "200": { "description": "OK", "content": { "application/json": { "schema": { "$ref": "#/components/schemas/runsResponseSchema" } } } } } } }, "/acts/clearpath~shein-seller-leads/run-sync": { "post": { "operationId": "run-sync-clearpath-shein-seller-leads", "x-openai-isConsequential": false, "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$ref": "#/components/schemas/inputSchema" } } } }, "parameters": [ { "name": "token", "in": "query", "required": true, "schema": { "type": "string" }, "description": "Enter your Apify token here" } ], "responses": { "200": { "description": "OK" } } } } }, "components": { "schemas": { "inputSchema": { "type": "object", "properties": { "keyword": { "title": "Search keyword", "type": "string", "description": "Product term to find sellers for. Examples: power tools, car accessories, pet supplies." }, "site": { "title": "Market", "enum": [ "de", "fr", "es", "it", "nl", "pl", "se" ], "type": "string", "description": "Which EU market to search. Seller contact data is the same EU-wide; the market mainly changes which sellers you discover.", "default": "de" }, "maxItems": { "title": "Max sellers", "minimum": 1, "maximum": 10000, "type": "integer", "description": "Maximum number of unique sellers to return.", "default": 50 }, "includeSampleProducts": { "title": "Include sample products", "type": "boolean", "description": "Add the full product record for the listings behind each seller (price and discount, rating, images, colors, category, promotions and product safety/compliance). Leave off to keep results lean and contact-focused: each row is just the seller, its manufacturer and EU responsible-person contacts, and the store profile. Billing is per seller either way.", "default": false }, "category": { "title": "Category (optional)", "type": "string", "description": "Optional. Narrows the keyword search to this category." } } }, "runsResponseSchema": { "type": "object", "properties": { "data": { "type": "object", "properties": { "id": { "type": "string" }, "actId": { "type": "string" }, "userId": { "type": "string" }, "startedAt": { "type": "string", "format": "date-time", "example": "2025-01-08T00:00:00.000Z" }, "finishedAt": { "type": "string", "format": "date-time", "example": "2025-01-08T00:00:00.000Z" }, "status": { "type": "string", "example": "READY" }, "meta": { "type": "object", "properties": { "origin": { "type": "string", "example": "API" }, "userAgent": { "type": "string" } } }, "stats": { "type": "object", "properties": { "inputBodyLen": { "type": "integer", "example": 2000 }, "rebootCount": { "type": "integer", "example": 0 }, "restartCount": { "type": "integer", "example": 0 }, "resurrectCount": { "type": "integer", "example": 0 }, "computeUnits": { "type": "integer", "example": 0 } } }, "options": { "type": "object", "properties": { "build": { "type": "string", "example": "latest" }, "timeoutSecs": { "type": "integer", "example": 300 }, "memoryMbytes": { "type": "integer", "example": 1024 }, "diskMbytes": { "type": "integer", "example": 2048 } } }, "buildId": { "type": "string" }, "defaultKeyValueStoreId": { "type": "string" }, "defaultDatasetId": { "type": "string" }, "defaultRequestQueueId": { "type": "string" }, "buildNumber": { "type": "string", "example": "1.0.0" }, "containerUrl": { "type": "string" }, "usage": { "type": "object", "properties": { "ACTOR_COMPUTE_UNITS": { "type": "integer", "example": 0 }, "DATASET_READS": { "type": "integer", "example": 0 }, "DATASET_WRITES": { "type": "integer", "example": 0 }, "KEY_VALUE_STORE_READS": { "type": "integer", "example": 0 }, "KEY_VALUE_STORE_WRITES": { "type": "integer", "example": 1 }, "KEY_VALUE_STORE_LISTS": { "type": "integer", "example": 0 }, "REQUEST_QUEUE_READS": { "type": "integer", "example": 0 }, "REQUEST_QUEUE_WRITES": { "type": "integer", "example": 0 }, "DATA_TRANSFER_INTERNAL_GBYTES": { "type": "integer", "example": 0 }, "DATA_TRANSFER_EXTERNAL_GBYTES": { "type": "integer", "example": 0 }, "PROXY_RESIDENTIAL_TRANSFER_GBYTES": { "type": "integer", "example": 0 }, "PROXY_SERPS": { "type": "integer", "example": 0 } } }, "usageTotalUsd": { "type": "number", "example": 0.00005 }, "usageUsd": { "type": "object", "properties": { "ACTOR_COMPUTE_UNITS": { "type": "integer", "example": 0 }, "DATASET_READS": { "type": "integer", "example": 0 }, "DATASET_WRITES": { "type": "integer", "example": 0 }, "KEY_VALUE_STORE_READS": { "type": "integer", "example": 0 }, "KEY_VALUE_STORE_WRITES": { "type": "number", "example": 0.00005 }, "KEY_VALUE_STORE_LISTS": { "type": "integer", "example": 0 }, "REQUEST_QUEUE_READS": { "type": "integer", "example": 0 }, "REQUEST_QUEUE_WRITES": { "type": "integer", "example": 0 }, "DATA_TRANSFER_INTERNAL_GBYTES": { "type": "integer", "example": 0 }, "DATA_TRANSFER_EXTERNAL_GBYTES": { "type": "integer", "example": 0 }, "PROXY_RESIDENTIAL_TRANSFER_GBYTES": { "type": "integer", "example": 0 }, "PROXY_SERPS": { "type": "integer", "example": 0 } } } } } } } } } } ```