Halfclub Product Search Scraper: Extract E-commerce Data at Scale

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What Is Halfclub.com?

Halfclub.com is a dynamic e-commerce platform hosting thousands of products across multiple categories, with competitive pricing and seller information. Whether you're conducting market research, monitoring competitor pricing, or building a product database, manually collecting this data is impractical. The Halfclub Product Search Scraper automates extraction, transforming search results into structured, analysis-ready datasets in minutes.

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Overview

The Halfclub Product Search Scraper extracts comprehensive product data from Halfclub's search and category pages, capturing 100+ fields per listing. It's built for:

• E-commerce analysts tracking pricing trends and competitor offerings
• Market researchers studying product availability and pricing strategies
• Price monitoring services automating daily price tracking across categories
• Data aggregators building product databases and comparison platforms
• Business intelligence teams analyzing market share and seller performance

The scraper handles pagination automatically, scales to hundreds of items per URL, and gracefully manages network failures without interrupting your entire run.

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Input Format

The scraper accepts a JSON configuration object specifying which product pages to scrape and how many items to collect:

{
  "urls": [
    "https://halfclub.com/categories/32508"
  ],
  "ignore_url_failures": true,
  "max_items_per_url": 200
}

Parameter	Type	Description
urls	Array	Halfclub.com category or search result page URLs. Use the full URL from your browser (e.g., https://halfclub.com/categories/32508). Supports multiple URLs per run.
max_items_per_url	Integer	Maximum number of products to extract per URL (default: 20, max: 200). Higher values capture more products but increase runtime.
ignore_url_failures	Boolean	If true, the scraper continues if individual URLs fail. If false, the entire run stops on the first error. Recommended: true for bulk operations.

Best practices:

• Start with max_items_per_url: 50 to test configuration before running full-scale scrapes.
• Use multiple category URLs to build comprehensive datasets across product types.

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Output Format

Sample output

{
  "delivery_template_id": 51223,
  "seller_id": 104887,
  "seller_code": "A4887",
  "seller_name": "주식회사 에스코퍼슨스",
  "product_id": 343262107,
  "product_code": "P343262107",
  "sku": "23SHOE_HIGH",
  "product_name": "장마철 여성장화 워커 캐주얼 우산 우비 하이탑 스니커즈 중목 장화 23SHOE_HIGH",
  "product_type": "P",
  "product_type_code": "01",
  "master_product_id": null,
  "product_group_id": 1003063,
  "product_group_code": "1(KJ",
  "brand_display": "ㅌ^텐제로^BL108862",
  "brand_id": 108862,
  "brand_code": "BL108862",
  "brand_name": "텐제로",
  "brand_rank_code": "BL108862",
  "brand_initial": "ㅌ",
  "brand_weight": 0,
  "image_url": "",
  "image_path": "cdn/product/A4887/P343262107/1_P343262107_basic_1688695996920.jpg?format=webp&dt=20260626",
  "mobile_image_url": "https://cdn2.halfclub.com//rimg/330x440/contain/cdn/product/A4887/P343262107/1_P343262107_basic_1688695996920.jpg?format=webp&dt=20260626",
  "horizontal_image": "cdn/product/A4887/P343262107/1_P343262107_hztl_1688695996921.jpg",
  "mobile_horizontal_image_url": "https://cdn2.halfclub.com//cdn/product/A4887/P343262107/1_P343262107_hztl_1688695996921.jpg",
  "additional_image_1": "",
  "mobile_additional_image_1": "",
  "comparison_image": null,
  "comparison_image_url": null,
  "mobile_comparison_images": [],
  "original_price": 29900,
  "selling_price": 12900,
  "desktop_discount_price": 12900,
  "mobile_discount_price": 12900,
  "app_discount_price": 12900,
  "order_price": 0,
  "shipping_fee": 0,
  "bundled_shipping_fee": 0,
  "free_shipping_threshold": 0,
  "is_free_shipping": "Y",
  "is_free_shipping_pc": "Y",
  "is_free_shipping_mobile": "Y",
  "is_free_shipping_app": "Y",
  "is_bundle_shipping": "N",
  "delivery_type_code": "02",
  "review_count": 0,
  "review_rating": 0,
  "wishlist_count": 0,
  "order_quantity": 0,
  "order_weight": 0,
  "order_weight_3d": 0,
  "order_weight_7d": 50,
  "recommendation_weight_1": "2",
  "recommendation_weight_2": "0",
  "recommendation_weight_3": "0",
  "discount_rate_pc": 57,
  "discount_rate_mobile": 57,
  "discount_rate_app": 57,
  "signature_weight": 0,
  "created_at": "2026-06-25T20:34:46.000Z",
  "updated_at": "2026-06-25T20:40:00.269518Z",
  "last_sale_at": null,
  "season_year": "2023",
  "category_path": "008@109@스포츠^004@109003@스포츠슈즈^001@109003001@샌들/슬리퍼!008@109@스포츠^004@109003@스포츠슈즈^001@109003001@샌들/슬리퍼",
  "category_level_1": "스포츠",
  "category_level_2": "스포츠슈즈",
  "category_level_3": "샌들/슬리퍼",
  "category_ids_level_1": [
    "109"
  ],
  "category_ids_level_2": [
    "109003"
  ],
  "category_ids_level_3": [
    "109003001"
  ],
  "display_category_level_3": "샌들/슬리퍼",
  "zone_category_id": "23230",
  "zone_category_name": "스포츠",
  "display_type": "PC+모바일",
  "display_channel_code": "01",
  "site_code": "1",
  "md_id": 106809,
  "md_name": "",
  "team_name": "",
  "color_code": "ZZ9",
  "is_gift": null,
  "is_adult_only": "N",
  "is_deleted": "N",
  "supports_installment": "N",
  "interest_free_installment": "N",
  "coupon_available_pc": "N",
  "coupon_available_mobile": "N",
  "coupon_available_app": "N",
  "mobile_product_url": "http://m.halfclub.com/product/343262107",
  "mobile_brand_url": "http://m.halfclub.com/brand/BL108862",
  "product_keywords": "Fall TENZERO Winter 가을 겨울 여성 텐제로",
  "search_keywords": "텐제로 장마철 여성장화 워커 캐주얼 우산 우비 하이탑 스니커즈 중목 장화 23SHOE_HIGH 스포츠 스포츠슈즈 Fall TENZERO Winter 가을 겨울 여성 텐제로 ",
  "product_filters": null,
  "stock_filters": [
    "3000281887060@AT114001^블랙@@@@AT104003^230@@",
    "3000281887061@AT114001^블랙@@@@AT104005^240@@",
    "3000281887063@AT114001^블랙@@@@AT104007^250@@",
    "3000281887064@AT114012^핑크@@@@AT104003^230@@",
    "3000281887065@AT114012^핑크@@@@AT104005^240@@",
    "3000281887066@AT114012^핑크@@@@AT104007^250@@",
    "3000281887067@AT114015^베이지@@@@AT104003^230@@",
    "3000281887068@AT114015^베이지@@@@AT104005^240@@",
    "3000281887069@AT114015^베이지@@@@AT104007^250@@",
    "3000281887070@AT114007^그린@@@@AT104003^230@@",
    "3000281887071@AT114007^그린@@@@AT104005^240@@",
    "3000281887072@AT114007^그린@@@@AT104007^250@@"
  ],
  "sales_summary": {
    "last_3_days_sales": 0.0,
    "popular_score": 0.8541375957415955,
    "last_3_days_qty": 0.0,
    "last_1_day_qty": 0.0,
    "last_30_days_qty": 2.0,
    "prd_no": 343262107,
    "last_7_days_sales": 12149.0,
    "last_1_day_sales": 0.0,
    "last_90_days_qty": 4.01,
    "last_7_days_qty": 1.0,
    "@timestamp": "2026-06-25T20:04:40.263945+00:00",
    "last_30_days_sales": 25049.0,
    "last_90_days_sales": 44797.74,
    "last_14_days_qty": 2.0,
    "last_14_days_sales": 25049.0
  },
  "collection_group": "",
  "advertisement_statement": null,
  "advertisement_start_at": null,
  "advertisement_end_at": null,
  "benefit_text": null,
  "benefit_link": null,
  "benefit_start_at": null,
  "benefit_end_at": null,
  "decoration_word": null,
  "decoration_start_at": null,
  "decoration_end_at": null,
  "emblem_name": null,
  "emblem_image": null,
  "emblem_start_at": null,
  "emblem_end_at": null,
  "icon_name": "무료배송",
  "icon_names": [
    "무료배송"
  ],
  "purchase_type_code": null,
  "sign_codes": [
    "03",
    "04"
  ],
  "sign_weight": 0,
  "gender_codes": [
    "02"
  ],
  "categories": [
    {
      "ctgr1": "008@109@스포츠",
      "ctgr_set": "008@109@스포츠^004@109003@스포츠슈즈^001@109003001@샌들/슬리퍼",
      "ctgr3": "001@109003001@샌들/슬리퍼",
      "ctgr2": "004@109003@스포츠슈즈"
    },
    {
      "ctgr1": "008@109@스포츠",
      "ctgr_set": "008@109@스포츠^004@109003@스포츠슈즈^001@109003001@샌들/슬리퍼",
      "ctgr3": "001@109003001@샌들/슬리퍼",
      "ctgr2": "004@109003@스포츠슈즈"
    }
  ],
  "display_categories": [
    "008@109@스포츠^004@109003@스포츠슈즈^001@109003001@샌들/슬리퍼",
    "008@109@스포츠^004@109003@스포츠슈즈^001@109003001@샌들/슬리퍼"
  ],
  "at113": null,
  "from_url": "https://halfclub.com/search/shoe"
}

Each product record includes 100+ structured fields organized into logical groups:

Product Identification

Field	Purpose
Product ID	Unique internal Halfclub identifier for the product
Product Code	Merchant product code or reference number
SKU	Stock Keeping Unit for inventory management
Product Name	Full product title as displayed to customers
Product Type	Category classification (e.g., Electronics, Clothing)
Product Type Code	Coded version of the product type
Master Product ID	Parent product ID if this is a variant
Product Group ID	Logical grouping for product families
Product Keywords	Search keywords associated with the product
Search Keywords	Keywords used in internal search indexing

Brand & Merchandising

Field	Purpose
Brand ID	Unique brand identifier
Brand Code	Brand code in the system
Brand Name	Brand label as displayed
Brand Display	Marketing name for the brand
Brand Rank Code	Internal brand ranking tier
Brand Initial	First letter of brand name (for A-Z sorting)
Brand Weight	Algorithmic weight for brand recommendation

Seller Information

Field	Purpose
Seller ID	Unique identifier for the seller/merchant
Seller Code	Alphanumeric seller reference code
Seller Name	Merchant display name
MD ID	Merchandiser/buyer ID managing the product
MD Name	Merchandiser name
Team Name	Sales team or category team name

Pricing & Promotions

Field	Purpose
Original Price	List price before discounts (base price)
Selling Price	Current active selling price
Desktop Discount Price	Discount price shown on desktop site
Mobile Discount Price	Discount price shown on mobile app
App Discount Price	Application-specific discount price
Order Price	Final price customers pay
Discount Rate PC	Discount percentage on desktop
Discount Rate Mobile	Discount percentage on mobile
Discount Rate App	Discount percentage on app
Coupon Available PC	Whether coupons apply on desktop (true/false)
Coupon Available Mobile	Whether coupons apply on mobile
Coupon Available App	Whether coupons apply on app
Supports Installment	Whether product qualifies for installment plans
Interest Free Installment	Whether 0% interest installment is available

Shipping & Delivery

Field	Purpose
Shipping Fee	Standard shipping cost in local currency
Bundled Shipping Fee	Shipping cost when bundled with other items
Free Shipping Threshold	Minimum order value for free shipping
Is Free Shipping	Whether free shipping is available overall
Is Free Shipping PC	Free shipping on desktop channel
Is Free Shipping Mobile	Free shipping on mobile channel
Is Free Shipping App	Free shipping on app channel
Is Bundle Shipping	Whether bundled shipping rules apply
Delivery Type Code	Shipping method code (e.g., standard, express)
Delivery Template ID	Shipping template configuration ID

Images & Media

Field	Purpose
Image URL	Main product image (desktop resolution)
Image Path	Internal file path for the main image
Mobile Image URL	Product image optimized for mobile devices
Horizontal Image	Landscape-oriented product image
Mobile Horizontal Image URL	Landscape image for mobile view
Additional Image 1	Secondary product image URL
Mobile Additional Image 1	Secondary image for mobile
Comparison Image	Product image for comparison tools
Comparison Image URL	Full URL for comparison image
Mobile Comparison Images	Comparison images formatted for mobile

Performance Metrics

Field	Purpose
Review Count	Total number of customer reviews
Review Rating	Average product rating (typically 1-5 stars)
Wishlist Count	Number of times added to wishlists
Order Quantity	Total units sold (lifetime or period)
Order Weight	Algorithmic weight based on sales volume
Order Weight 3D	Sales weight over the last 3 days
Order Weight 7D	Sales weight over the last 7 days
Signature Weight	Algorithmic ranking weight
Recommendation Weight 1/2/3	Weights for recommendation engine ranking

Inventory & Categorization

Field	Purpose
Category Path	Full breadcrumb path (e.g., Electronics > Phones > Smartphones)
Category Level 1	Top-level category name
Category Level 2	Subcategory name
Category Level 3	Sub-subcategory name
Category IDs Level 1/2/3	Numeric IDs for each category level
Display Category Level 3	Category displayed to customers
Zone Category ID	Regional or zone-specific category ID
Zone Category Name	Zone category display name
Product Filters	Available attribute filters (e.g., color, size)
Stock Filters	Stock status filters
Color Code	Color variant code if applicable

Dates & Lifecycle

Field	Purpose
Created At	Product creation timestamp
Updated At	Last modification timestamp
Last Sale At	Timestamp of the most recent sale
Season Year	Seasonal category or year (e.g., "Summer 2024")

Channel & Display Settings

Field	Purpose
Display Type	How the product is displayed (featured, standard, etc.)
Display Channel Code	Sales channel code (web, mobile, app)
Site Code	Site or region code
Mobile Product URL	Direct link to product on mobile version
Mobile Brand URL	Direct link to brand page on mobile

Special Flags & Attributes

Field	Purpose
Is Gift	Whether marked as a gift product
Is Adult Only	Age restriction flag for adult content
Is Deleted	Soft-delete flag (product archived but recoverable)
Gender Codes	Target gender(s) for the product

Marketing & Promotions

Field	Purpose
Advertisement Statement	Marketing message or ad copy
Advertisement Start At	Campaign start date
Advertisement End At	Campaign end date
Benefit Text	Promotional benefit description
Benefit Link	URL for benefit details
Benefit Start At	When benefit promotion starts
Benefit End At	When benefit promotion ends
Decoration Word	Promotional decoration text (e.g., "Hot Deal")
Decoration Start At	Decoration display start time
Decoration End At	Decoration display end time
Emblem Name	Badge or emblem label (e.g., "Best Seller")
Emblem Image	Badge image URL
Emblem Start At	Badge display start time
Emblem End At	Badge display end time
Icon Name	Icon name or label
Icon Names	Multiple icon identifiers
Sign Codes	Special sign or badge codes
Sign Weight	Weight for sign ranking

Additional Data

Field	Purpose
Collection Group	Product grouping for collections or bundles
Categories	Array of all category assignments
Display Categories	Categories visible to users
Purchase Type Code	Purchase type (single, bulk, etc.)
Sales Summary	Aggregated sales statistics
At113	Custom field (Halfclub-specific)

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How to Use

1. Identify target pages — Browse Halfclub.com and copy category or search result URLs (e.g., https://halfclub.com/categories/32508).
2. Configure the scraper — Paste URLs into the urls array. Set max_items_per_url based on how many products you need (start with 50 for testing).
3. Enable error handling — Set ignore_url_failures: true to prevent the entire run from stopping if a single URL fails.
4. Launch the run — Start the scraper and monitor the progress in real-time.
5. Download results — Export data as JSON, CSV, or Excel for analysis in spreadsheets, databases, or BI tools.

Troubleshooting:

• No results returned? Verify the URL is a category or search page, not a single product page.
• Slow performance? Reduce max_items_per_url or scrape fewer URLs per run.
• Missing fields? Some fields are conditionally populated; null values indicate data was not available for that product.

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Use Cases & Business Value

• Price intelligence: Monitor competitor pricing daily and identify margins across categories
• Market research: Analyze product trends, popular brands, and seller strategies
• Inventory aggregation: Build and maintain a normalized product catalog from multiple sellers
• Recommendation systems: Feed sales and rating data into machine learning models
• SEO & content: Extract product metadata for content creation and keyword research

The Halfclub Product Search Scraper delivers structured, ready-to-analyze data that replaces hours of manual work. With 100+ fields per product and support for hundreds of items per run, you'll unlock insights that drive competitive advantage.

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Conclusion

The Halfclub Product Search Scraper is an essential tool for anyone serious about e-commerce intelligence. From price tracking to market analysis, the scraper's comprehensive output and robust configuration options make it simple to extract, organize, and act on product data at scale. Start scraping today and transform raw product pages into actionable business intelligence.