Depop Product Search Scraper: Extract Secondhand Fashion Data Fast

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What Is Depop?

Depop is a leading peer-to-peer marketplace for secondhand fashion, vintage clothing, and collectibles. With millions of active sellers and buyers worldwide, Depop hosts an ever-growing inventory of unique items across categories like womens, mens, vintage, and designer brands. Manually searching and extracting product data is tedious — the Depop Product Search Scraper automates this, collecting structured product intelligence at scale.

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Overview

The Depop Product Search Scraper extracts detailed product listings from Depop search results and category pages, converting dynamic marketplace data into clean, structured records. It supports two powerful scraping modes:

• URL-based scraping: Extract from specific search result or category pages
• Filter-based search: Find items by keyword, price range, condition, and sale status

Ideal for:

• Resellers researching pricing trends and competitor inventory
• Market researchers analyzing secondhand fashion demand
• Price monitoring tools tracking item value over time
• Aggregator platforms feeding Depop data into multi-marketplace dashboards
• Fashion brands tracking where their products are resold

The scraper handles pagination gracefully, supports filtering by condition and price, and can skip failed URLs without interrupting your collection.

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Input Format & Configuration

Mode 1: Scrape by URLs

Provide direct links to Depop search results or category pages:

{
  "urls": [
    "https://www.depop.com/search/?q=jersey&sort=newest",
    "https://www.depop.com/category/womens/bottoms/jeans/?moduleOrigin=meganav"
  ],
  "ignore_url_failures": true,
  "max_items_per_url": 20
}

Parameter	Description	Example
urls	Array of Depop search or category page URLs	["https://www.depop.com/search/?q=jersey"]
ignore_url_failures	If true, skips failed URLs and continues	true
max_items_per_url	Maximum items collected per URL	20, 200

Mode 2: Scrape by Search Filters

Search dynamically using keywords and filter criteria (leave urls empty to use this mode):

{
  "keyword": "jersey",
  "sort_by": "newest",
  "price_min": 10,
  "price_max": 10000,
  "condition": "used_good",
  "on_sale": true,
  "max_items_per_url": 200
}

Parameter	Description	Valid Values
keyword	Search term	Any text (e.g., "vintage polo", "nike shoes")
sort_by	Sort order	"relevance", "priceAscending", "priceDescending"
price_min	Minimum price filter (USD)	Numeric value (e.g., 10)
price_max	Maximum price filter (USD)	Numeric value (e.g., 10000)
condition	Item condition filter	"brand_new", "used_like_new", "used_excellent", "used_good", "used_fair", or empty for any
on_sale	Only collect discounted items	true or false
max_items_per_url	Maximum results per search	Integer (e.g., 200)

Tip: Use Mode 1 for specific categories you've already identified. Use Mode 2 for broad market research across multiple price points and conditions.

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Output Format

Sample output:

{
  "id": 952206334,
  "brand_id": 13291,
  "brand_name": "Majestic Athletic",
  "active_status": "active",
  "status": "STATUS_ONSALE",
  "category_name": "Jerseys",
  "description": "Vintage Chicago White Sox Paul Konerko Majestic Athletic Jersey\nSize: Large\nWhite with black pinstripes\n#baseball #mlb #vintage #y2k #athletic",
  "pictures": [
    {
      "id": 4936522591,
      "formats": {
        "p0": {
          "height": 1280,
          "width": 1280,
          "url": "https://media-photos.depop.com/b1/447290577/4936522591_d3652708bfb8479996597a81723d3781/P0.jpg"
        }
      },
      "original_width": 1280,
      "original_height": 1280,
      "is_square": true
    },
    {
      "id": 4936525697,
      "formats": {
        "p0": {
          "height": 1280,
          "width": 1280,
          "url": "https://media-photos.depop.com/b1/447290577/4936525697_32a81fea4a3f4c38b666ba444e66e420/P0.jpg"
        }
      },
      "original_width": 1280,
      "original_height": 1280,
      "is_square": true
    },
    {
      "id": 4936525326,
      "formats": {
        "p0": {
          "height": 1280,
          "width": 1280,
          "url": "https://media-photos.depop.com/b1/447290577/4936525326_5d52c40303594018a9c55d2d7ff58647/P0.jpg"
        }
      },
      "original_width": 1280,
      "original_height": 1280,
      "is_square": true
    },
    {
      "id": 4936525327,
      "formats": {
        "p0": {
          "height": 1280,
          "width": 1280,
          "url": "https://media-photos.depop.com/b1/447290577/4936525327_102fafff11ce4a1cb21dc31d3d775f86/P0.jpg"
        }
      },
      "original_width": 1280,
      "original_height": 1280,
      "is_square": true
    },
    {
      "id": 4936525040,
      "formats": {
        "p0": {
          "height": 1280,
          "width": 1280,
          "url": "https://media-photos.depop.com/b1/447290577/4936525040_c390cc8cef7a4ec9bd6a13f0684cccc0/P0.jpg"
        }
      },
      "original_width": 1280,
      "original_height": 1280,
      "is_square": true
    }
  ],
  "location": "Garland, United States",
  "country": "US",
  "slug": "heslockedi4-vintage-chicago-white-sox-paul-f68e",
  "variant_set_id": 54,
  "variants_all": [
    {
      "id": 5,
      "quantity": 1,
      "status": "STATUS_ONSALE",
      "variant": "L"
    }
  ],
  "listed_quantity": 1,
  "attributes": {
    "condition": "used_good",
    "colour": [
      "white"
    ],
    "brand": "majestic-athletic",
    "gender": "male",
    "is_kids": false,
    "group": "tops",
    "product_type": "jerseys"
  },
  "shipping_method": {
    "shipping_id": "USPS",
    "parcel_size": "under_12oz",
    "payer": "buyer",
    "ship_from": 36134589
  },
  "is_boosted": false,
  "boosted_at": "2026-10-13T02:04:31.210498Z",
  "sizes": [
    {
      "name": "L",
      "id": 5,
      "quantity": 1,
      "status": "STATUS_ONSALE",
      "variant": "L"
    }
  ],
  "preview": {
    "id": 4936522591,
    "formats": {
      "p0": {
        "height": 1280,
        "width": 1280,
        "url": "https://media-photos.depop.com/b1/447290577/4936522591_d3652708bfb8479996597a81723d3781/P0.jpg"
      }
    },
    "original_width": 1280,
    "original_height": 1280,
    "is_square": true
  },
  "like_count": 6,
  "pricing": {
    "currency": "USD",
    "currency_name": "USD",
    "current_price": {
      "total_price": "13.00",
      "price_breakdown": {
        "price": {
          "amount": "13.00"
        },
        "buyer_fee": {
          "amount": "0.00"
        },
        "tax": {
          "amount": "0.00",
          "tax_type": "n/a"
        },
        "shipping": {
          "amount": "1.99",
          "shipping_boundary": "INTERNATIONAL",
          "shipping_id": "USPS"
        }
      }
    },
    "original_price": {
      "total_price": "15.00",
      "price_breakdown": {
        "price": {
          "amount": "15.00"
        },
        "buyer_fee": {
          "amount": "0.00"
        },
        "tax": {
          "amount": "0.00",
          "tax_type": "n/a"
        },
        "shipping": {
          "amount": "1.99",
          "shipping_boundary": "INTERNATIONAL",
          "shipping_id": "USPS"
        }
      }
    },
    "discounted_price": {
      "total_price": "13.00",
      "price_breakdown": {
        "price": {
          "amount": "13.00"
        },
        "buyer_fee": {
          "amount": "0.00"
        },
        "tax": {
          "amount": "0.00",
          "tax_type": "n/a"
        },
        "shipping": {
          "amount": "1.99",
          "shipping_boundary": "INTERNATIONAL",
          "shipping_id": "USPS"
        }
      }
    },
    "total_price_components": {
      "buyer_fee": false,
      "shipping_price": false,
      "tax": false
    },
    "display_price": {
      "headline_price": {
        "amount": "13.00",
        "currency": "USD"
      },
      "strikethrough_price": {
        "amount": "15.00",
        "currency": "USD"
      },
      "headline_price_components": {
        "buyer_fee": false,
        "shipping_price": false,
        "tax": false
      }
    },
    "campaigns": {
      "applied": []
    },
    "is_reduced": true,
    "final_price_key": "discounted_price",
    "discount_percentage": 13.333333333333334
  },
  "from_url": "https://www.depop.com/search/?q=jersey&sort=newest&priceMin=10&priceMax=10000&isDiscounted=true&conditions=used_good"
}

Each product record contains 21 comprehensive fields:

Product Identity & Metadata

Field	Meaning & Use
ID	Unique Depop product identifier for tracking and deduplication
Slug	URL-friendly product identifier for building direct links or dashboards
Brand ID	Internal brand identifier for brand-level analytics
Brand Name	Brand or designer name — essential for market segmentation and competitor analysis
Category Name	Product category (e.g., "womens/bottoms/jeans") — enables filtering and inventory classification
Status	Current listing status (active, sold, removed) — filters out unavailable inventory
Active Status	Boolean indicating if the item is currently available — useful for real-time availability tracking

Product Details & Media

Field	Meaning & Use
Description	Full product text including size, fabric, condition notes, and seller narrative — critical for understanding item appeal
Pictures	Array of product image URLs — enables visual comparison tools and reseller sourcing
Attributes	Structured product attributes (color, material, decade, style tags) — powers advanced filtering and attribute-based pricing models
Sizes	Available size options or size of the listed item — essential for fashion inventory matching
Preview	Thumbnail or preview image URL for quick catalog browsing

Shipping & Logistics

Field	Meaning & Use
Shipping Method	Delivery options offered by the seller (e.g., standard, express, flat-rate) — impacts total cost calculations
Location	Seller city and region — indicates shipping time and delivery cost to buyers
Country	Country of origin — necessary for international shipping analysis and compliance

Pricing & Demand

Field	Meaning & Use
Pricing	Current price, original price, and discount percentage — core metric for price benchmarking and trend analysis
Like Count	Number of user favorites — indicates demand and social proof for demand-driven pricing models

Listing Optimization & Status

Field	Meaning & Use
Is Boosted	Whether the listing has paid promotional boost — shows seller investment and placement priority
Boosted At	Timestamp when boosting was activated — helps correlate boost timing with sales velocity
Variant Set ID	Groups multiple variants (colors, sizes) under one product — enables variant-level analytics
All Variants	Complete list of available variants — useful for inventory aggregation across colors and sizes
Listed Quantity	Number of identical items available — differentiates single items from bulk inventory

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How to Use

Quick Start with URLs

1. Find your search URLs — Browse Depop and copy the URL from search results or a category page (e.g., https://www.depop.com/search/?q=jersey&sort=newest).
2. Configure the input — Paste URLs into the urls array and set max_items_per_url (start with 20 for testing, increase to 200 for production).
3. Run the scraper — Start the actor; it will extract all visible products on each page.
4. Export results — Download as JSON, CSV, or Excel for analysis.

Quick Start with Search Filters

1. Define your search criteria — Choose a keyword, price range, and condition filter.
2. Leave urls empty — The scraper will automatically search Depop with your parameters.
3. Set max_items_per_url — Higher values (e.g., 200) return more results per search execution.
4. Run and export — Results download in your preferred format.

Best practices:

• Use specific keywords ("vintage polo" vs. "clothing") to narrow results and improve relevance.
• Filter by condition to target consistent quality (e.g., "used_good" for budget-conscious shoppers).
• Enable ignore_url_failures: true for large multi-URL runs to prevent interruptions.
• Start with small batches (max_items_per_url: 20) to test your URLs before scaling.

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Use Cases & Business Value

• Price intelligence: Monitor competitor pricing and margin trends in real-time across categories
• Inventory research: Identify hot items, trending brands, and emerging vintage categories before competitors
• Reseller tools: Feed Depop product data into personal inventory trackers or multi-channel listing tools
• Market analysis: Analyze demand signals (likes, boost adoption) to predict item velocity and optimize sourcing
• Academic research: Study secondhand fashion economics, sustainability trends, and consumer behavior

The Depop Product Search Scraper transforms browsing and manual data entry into systematic, scalable data collection—unlocking competitive advantages for resellers, platforms, and researchers.

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Conclusion

The Depop Product Search Scraper is your essential tool for harvesting secondhand fashion data at scale. With flexible input modes, rich output fields, and reliable performance across thousands of items, it eliminates hours of manual work while enabling data-driven decision-making. Start scraping today.