Grailed Product Search Scraper: Extract Fashion & Streetwear Listings

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What Is Grailed.com?

Grailed.com is a premier online marketplace for men's fashion, streetwear, and designer clothing. It hosts hundreds of thousands of new and vintage items sold by independent sellers and boutiques worldwide. Grailed's search function returns curated listings, but extracting and analyzing this product data manually is impractical at scale — the Grailed Product Search Scraper automates this collection.

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Overview

The Grailed Product Search Scraper harvests product listings directly from Grailed search results pages, converting them into structured datasets. It is ideal for:

• Price intelligence analysts tracking designer and streetwear market trends
• Resellers monitoring category prices and competitor inventory
• Fashion researchers studying vintage and contemporary menswear availability
• E-commerce aggregators feeding Grailed inventory into comparison platforms
• Business intelligence teams benchmarking product assortment and pricing

The scraper handles pagination automatically, respects rate limits, and optionally continues past URL failures — ensuring robust, large-scale data collection.

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Input Format

The scraper accepts configuration in JSON:

{
  "urls": [
    "https://www.grailed.com/shop?query=shirt"
  ],
  "max_items_per_url": 200,
  "ignore_url_failures": true
}

Parameter	Type	Description
urls	Array	Grailed search result page URLs. Example: https://www.grailed.com/shop?query=shirt or https://www.grailed.com/shop?department=shoes&brand=Nike
max_items_per_url	Integer	Maximum products scraped per URL (default: 100, max: 200+). Higher values = longer runtime but more complete results
ignore_url_failures	Boolean	If true, the scraper skips broken URLs and continues. If false, it halts on any error. Recommended: true for bulk runs

Tip: Use specific search queries (e.g., ?query=vintage+denim) or filter URLs (brand, department, price range) to target product segments.

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Output Format

Sample output

{
  "badges": [],
  "bumped_at": "2026-07-30T12:58:30.460Z",
  "buynow": true,
  "category_path_size": "tops.short_sleeve_shirts.l",
  "category_path": "tops.short_sleeve_shirts",
  "category_size": "tops.l",
  "category": "tops",
  "color": "black",
  "condition": "is_used",
  "cover_photo": {
    "id": 757195358,
    "listing_id": 102034473,
    "created_at": "2026-07-30T12:58:30.403Z",
    "updated_at": "2026-07-30T12:58:30.480Z",
    "width": 0,
    "height": 0,
    "url": "https://media-assets.grailed.com/prd/listing/temp/e72e82c668cd4336bfb0ee4f14f6132e",
    "position": 0,
    "rotate": 0,
    "image_url": "https://media-assets.grailed.com/prd/listing/temp/e72e82c668cd4336bfb0ee4f14f6132e"
  },
  "created_at_i": 1785416320,
  "created_at": "2026-07-30T12:58:40.751Z",
  "deleted": false,
  "department": "menswear",
  "designer_names": "Band Tees",
  "designers": [
    {
      "id": 17603,
      "name": "Band Tees"
    }
  ],
  "dropped": false,
  "followerno": 0,
  "heat_f": 4612.614201388889,
  "id": 102034473,
  "location": "United States",
  "makeoffer": true,
  "marketplace": "grailed",
  "price_drops": [],
  "price_i": 50,
  "price_updated_at_i": 1785416320,
  "price_updated_at": "2026-07-30T12:58:40.751Z",
  "price": 50,
  "repost_id": null,
  "size": "l",
  "sold_at": null,
  "sold": false,
  "strata": "basic",
  "styles": [],
  "title": "Vintage Black Carcass Reek of Putrefaction T shirt",
  "traits": [
    {
      "name": "color",
      "value": "black"
    }
  ],
  "user": {
    "id": 11540332,
    "username": "DegreedsCentigrade_",
    "total_bought_and_sold": 5,
    "avatar_url": "https://media-assets.grailed.com/prd/avatar/11540332/6abd6a21db714f6d80bd7141db0c89ab",
    "seller_score": {
      "rating_average": 5.0,
      "rating_count": 1
    },
    "trusted_seller": false
  },
  "sold_price": 0,
  "sold_price_includes_shipping": null,
  "sold_shipping_price": null,
  "sold_at_i": 0,
  "shipping": {
    "us": {
      "amount": 6.99,
      "enabled": true
    },
    "ca": {
      "amount": 10,
      "enabled": true
    },
    "uk": {
      "amount": 10,
      "enabled": true
    },
    "eu": {
      "amount": 10,
      "enabled": true
    },
    "asia": {
      "amount": 10,
      "enabled": true
    },
    "au": {
      "amount": 10,
      "enabled": true
    },
    "other": {
      "amount": 10,
      "enabled": true
    }
  },
  "heat_recency": 9225.228402777779,
  "photo_count": 4,
  "measurement_count": 0,
  "object_id": null,
  "from_url": "https://www.grailed.com/shop?query=shirt"
}

Each product record contains 40+ attributes spanning pricing, condition, metadata, and marketplace activity:

Product Identity

Field	Meaning
ID	Unique Grailed product identifier
Object ID	Internal database ID
Title	Product name as listed (e.g., "Vintage Levi's 501 Denim")
Marketplace	Sale channel (e.g., "Grailed")
Repost ID	Tracking ID if the listing was reposted

Pricing & Offers

Field	Meaning
Price	Current asking price (USD or local currency)
Price I	Indexed/normalized price for comparison
Price Updated At	Timestamp of last price change
Price Updated At I	Indexed price update timestamp
Price Drops	Number of times price was reduced
Sold Price	Final sale price if item sold
Sold Price Includes Shipping	Boolean flag for shipping inclusion in sale price
Sold Shipping Price	Shipping cost on the sold transaction
Make Offer	Whether "Make an Offer" negotiation is enabled
Buy Now	Whether instant purchase option is available

Product Condition & Attributes

Field	Meaning
Condition	Item state (New, Excellent, Good, Fair, Poor)
Size	Garment size (S, M, L, XL, etc., or numeric)
Color	Product color(s)
Styles	Fashion categories (e.g., "Casual", "Streetwear", "Vintage")
Traits	Additional attributes or tags
Department	Product category (Tops, Outerwear, Footwear, etc.)
Category	Refined subcategory
Category Path	Full category hierarchy (e.g., ["Menswear", "Tops", "Shirts"])
Category Path Size	Number of category levels
Category Size	Inventory count within the category

Designer & Brand

Field	Meaning
Designers	Designer or brand name(s)
Designer Names	Formatted designer names (for display)

Media & Visuals

Field	Meaning
Cover Photo	URL of the primary product image
Photo Count	Number of images in the listing
Measurement Count	Number of garment measurements provided

Seller & Engagement

Field	Meaning
User	Seller username or account info
Location	Seller or item location
Badges	Seller badges (e.g., "Trusted", "Verified")
Follower No	Seller's follower count

Activity & Status

Field	Meaning
Created At	Date the listing was posted
Created At I	Indexed creation timestamp
Bumped At	Last time the listing was bumped/refreshed
Sold	Boolean — whether the item sold
Sold At	Date of sale
Sold At I	Indexed sale date
Heat F	Engagement metric (popularity/interest)
Heat Recency	How recently the item received engagement
Dropped	Whether the item was delisted
Deleted	Whether the item was removed
Shipping	Shipping policy details

Advanced Metrics

Field	Meaning
Strata	Price tier classification (budget, mid, luxury)

Example output snippet:

{
  "ID": "12345678",
  "Title": "Vintage Levi's 501 1990s Denim Jacket",
  "Designers": "Levi Strauss",
  "Price": 85,
  "Condition": "Excellent",
  "Size": "M",
  "Color": "Blue",
  "Department": "Outerwear",
  "Created At": "2024-01-15",
  "Sold": false,
  "Heat F": 8.2,
  "Photo Count": 6
}

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How to Use

1. Find search URLs — Navigate to Grailed.com, build a search with filters (brand, category, price range), and copy the URL from your browser's address bar.
2. Prepare input — Paste URLs into the urls array. Set max_items_per_url based on desired data volume (start with 50–100 for testing).
3. Enable fault tolerance — Set ignore_url_failures: true to prevent bulk runs from halting on temporary network issues.
4. Execute — Start the actor and monitor progress. The scraper processes each URL and returns structured JSON.
5. Analyze results — Export as JSON or CSV, then import into spreadsheets, databases, or analytics tools.

Best practices:

• Use narrow queries (e.g., ?query=vintage+denim&department=outerwear) to reduce runtime and focus on relevant products.
• Increase max_items_per_url gradually; Grailed may throttle very high values.
• Store outputs timestamped — create price history by running scrapes on a schedule.

Handling common issues:

• If a URL yields 0 items, verify the search returns results manually in your browser.
• Rate limiting: Space out large runs or use proxy services to avoid temporary blocks.

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Use Cases & Business Value

• Market price tracking — Monitor designer and vintage item prices across Grailed over time
• Inventory benchmarking — Identify trending styles and undersupplied product segments
• Competitive reselling — Track competitor listings and adjust pricing strategy
• Fashion research — Quantify vintage and streetwear demand by brand, size, and color
• Aggregator platforms — Syndicate Grailed inventory into multi-source fashion marketplaces

By automating data collection, teams reduce research time from hours to minutes and unlock data-driven insights into menswear markets.

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Conclusion

The Grailed Product Search Scraper is a powerful tool for anyone extracting market intelligence from Grailed.com. With access to 40+ product attributes and configurable scraping limits, it transforms unstructured search results into rich datasets ready for analysis, pricing decisions, and trend forecasting. Start scraping today and gain a competitive edge in fashion resale and market research.