Female Daily Product Search Scraper: Extract Beauty Product Data & Reviews

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What Is Female Daily?

Female Daily (femaledaily.com) is Southeast Asia's largest beauty and cosmetics review platform, hosting thousands of products with user ratings, detailed reviews, and marketplace links. It's a trusted source for beauty product discovery and validation. Manually collecting product data and review metrics is tedious — the Female Daily Product Search Scraper automates extraction of structured product information from search and category pages.

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Overview

The Female Daily Product Search Scraper extracts comprehensive product listings from Female Daily's review database, transforming search results into clean, structured records. It is designed for:

• Beauty brands monitoring product reviews and competitive pricing
• E-commerce platforms aggregating beauty product catalogs
• Market researchers analyzing cosmetics trends and consumer sentiment
• Data analysts building beauty product datasets for machine learning
• Marketplace operators syncing product info across multiple channels

Key strengths include high-volume extraction (up to 200 items per URL), flexible filtering by brand and popularity, and automatic marketplace integration tracking.

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Input Format

The scraper accepts a JSON configuration object:

{
  "urls": [
    "https://reviews.femaledaily.com/products/cleanser/toner?brand=&order=popular&page=1"
  ],
  "ignore_url_failures": true,
  "max_items_per_url": 200
}

Parameter	Type	Description
urls	Array	Female Daily product search/category page URLs. Include query parameters for filtering (brand, category, order). Supports multiple pages.
max_items_per_url	Integer	Maximum products to extract per URL (default: 20, max: 200). Higher values = more data but longer runtime.
ignore_url_failures	Boolean	If true, skips failed URLs and continues; if false, stops on first error. Recommended: true for bulk runs.

URL examples:

• Search by category: https://reviews.femaledaily.com/products/cleanser/toner
• Filtered by brand: https://reviews.femaledaily.com/products/cleanser/toner?brand=Cetaphil
• Sorted by popularity: https://reviews.femaledaily.com/products/cleanser/toner?order=popular&page=1
• Multiple pages: Add &page=2, &page=3, etc. to scrape paginated results

Tip: Build a list of URLs covering different categories (skincare, makeup, haircare) and popularity rankings for comprehensive dataset coverage.

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Output Format

Example output record:

{
  "id": 5408,
  "uuid": "586bba3e-8ce6-4ad5-b700-7bd617c1aacd",
  "name": "",
  "slug": "gokujyun-ultimate-moisturizing-lotion-2",
  "description": "Hada Labo Gokujyun Ultimate Moisturizing Lotion adalah lotion pelembab yang mengandung 3 jenis Hyaluronic Acid untuk membantu meningkatkan kelembaban pada kulit dan mempertahankan keseimbangan serta kelembaban kulit. Lotion ini dapat mengunci kelembaban di dalam kulit sehingga kulit terhidrasi dengan baik. Kulit akan terasa lebih halus, lembut dan tetap elastis. Mengandung alkohol sebagai astringent yang mengurangi produksi minyak berlebih dan membuat kulit senantiasa terasa lebih segar.How To Use:Tuangkan lotion secukupnya pada telapak tangan, usapkan ke seluruh wajah dalam keadaan bersih secara merata. Tepuk-tepuk kulit wajah dengan lembut, lalu biarkan hingga meresap.Suitable For:Kulit berminyakIngredients:-",
  "currency": "Rp",
  "price": 29000,
  "brand": {
    "id": null,
    "uuid": "63690606-761f-4808-b813-1f2da6d84e01",
    "name": "Hada Labo",
    "slug": "hada-labo",
    "type": "product",
    "logo": null
  },
  "categories": [
    {
      "id": null,
      "uuid": "",
      "name": "Toner",
      "slug": "toner",
      "has_shade": false,
      "status": true,
      "type": "product",
      "parent": {
        "id": null,
        "uuid": null,
        "name": "Cleanser",
        "slug": "cleanser",
        "has_shade": false,
        "status": true,
        "type": "product",
        "parent": {
          "id": null,
          "uuid": null,
          "name": "SkinCare",
          "slug": "skincare",
          "has_shade": false,
          "status": true,
          "type": "product"
        }
      }
    }
  ],
  "assets": [
    {
      "name": "",
      "alt": "Hada Labo Gokujyun Ultimate Moisturizing Lotion",
      "format": "image",
      "position": 1,
      "url": "https://image.femaledaily.com/dyn/210/images/prod-pics/product_1646882806_bd885c87_e_800x800.png"
    }
  ],
  "rating": {
    "rating_overall": 4.4,
    "rating_overall_detail": {
      "1": 104,
      "2": 218,
      "3": 385,
      "4": 1235,
      "5": 4143
    },
    "packaging_overall": 0
  },
  "product": {
    "name": "Gokujyun Ultimate Moisturizing Lotion"
  },
  "total_review": 6085,
  "available_marketplaces": false,
  "marketplaces": [],
  "already_review": false,
  "your_review_id": null,
  "recommended_percentage": 96,
  "created_at": "2015-09-21T19:40:37.000Z",
  "updated_at": "2023-11-23T18:39:22.482Z",
  "from_url": "https://reviews.femaledaily.com/products/cleanser/toner?brand=&order=popular&page=1"
}

Each scraped product returns 20 fields with comprehensive product and review metadata:

Product Identification

Field	Meaning
ID	Unique numeric identifier in Female Daily's system
UUID	Universally unique identifier for the product record
Name	Full product name as displayed on Female Daily
Slug	URL-friendly version of the product name
Description	Product description, benefits, or marketing copy

Pricing & Retail Information

Field	Meaning
Price	Product price (may be average or base price)
Currency	Currency code (e.g., IDR, USD, SGD) — varies by region
Available Marketplaces	Total number of marketplaces selling the product
Marketplaces	List of marketplace names (e.g., Tokopedia, Shopee, Sephora) and direct links

Product Classification

Field	Meaning
Brand	Manufacturer or brand name (e.g., Cetaphil, L'Oreal, SK-II)
Categories	Product categories (e.g., [Skincare, Cleanser, Toner]) — may include multiple nested categories

Review & Rating Metrics

Field	Meaning
Rating	Average user rating out of 5.0 stars
Total Review	Total number of reviews the product has received
Recommended Percentage	Percentage of reviewers who recommend the product (e.g., 92%)
Already Review	Whether the current user has reviewed this product (boolean)
Your Review ID	User's review ID if they have reviewed the product; null otherwise

Media & Assets

Field	Meaning
Assets	URLs to product images, thumbnails, and media files

Administrative & Timestamp Data

Field	Meaning
Product	Extended product metadata and category relationships
Created At	Timestamp when the product was added to Female Daily
Updated At	Timestamp of the last data update

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How to Use

1. Identify target URLs — Navigate to Female Daily's product categories (Skincare, Makeup, Haircare, etc.). Copy category or search URLs with desired filters.
2. Configure parameters:
   • Paste URLs into the urls array
   • Set max_items_per_url based on your data needs (e.g., 200 for full category exports)
   • Enable ignore_url_failures: true for uninterrupted bulk scraping
3. Run the scraper — Start the actor and monitor real-time progress in logs.
4. Download results — Export as JSON, CSV, or Excel. Results include all 20 fields per product.
5. Post-process if needed — Filter by rating, parse marketplace URLs, or calculate review sentiment from text.

Best practices:

• Spread requests across multiple runs to avoid rate limiting
• Use category-specific URLs rather than homepage searches for consistent results
• Set max_items_per_url: 50–100 for faster runs if you don't need complete category data
• Parse Marketplaces field to redirect users to purchase links

Common issues:

• If Available Marketplaces is 0 but Marketplaces is not empty, the product is listed but out of stock everywhere
• Recommended Percentage may be null if fewer than 5 reviews exist
• Currency varies by region — handle accordingly in your database

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Use Cases & Business Value

• Brand intelligence: Track competitor product ratings, review counts, and marketplace presence
• Price monitoring: Collect historical pricing across multiple channels (Tokopedia, Shopee, Sephora)
• Product discovery: Build a curated beauty product database for recommendation engines
• Sentiment analysis: Extract review text and rating distribution for NLP/ML projects
• E-commerce syndication: Sync Female Daily product data into your own marketplace or catalog
• Market research: Analyze trending products, brand sentiment, and consumer preferences in Southeast Asia

The scraper delivers rich, marketplace-integrated data that would take hours to compile manually, enabling data-driven decision-making in the beauty industry.

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Conclusion

The Female Daily Product Search Scraper is the fastest way to extract comprehensive beauty product data, reviews, and marketplace links from Southeast Asia's largest cosmetics review platform. With 20 structured output fields and flexible URL filtering, it powers competitive intelligence, product aggregation, and market research at scale.