Purplle.com Reviews Scraper: Collect Beauty Product Ratings & Feedback

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About Purplle.com

Purplle.com is India's prominent online beauty and personal care e-commerce platform, hosting thousands of cosmetics, skincare, and wellness products with customer reviews. Each product page accumulates hundreds of authentic customer reviews, ratings, and feedback — valuable data for brands monitoring reputation, researchers studying consumer preferences, and retailers analyzing product performance. Manually collecting this review data is labor-intensive; the Purplle.com Reviews Scraper automates extraction, delivering structured review data at scale.

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Overview

The Purplle Reviews Scraper automatically extracts customer reviews, ratings, and metadata from product pages on Purplle.com. It captures both helpful and recent reviews, handling pagination automatically. The scraper is built for:

• Brand managers monitoring product perception and customer satisfaction
• E-commerce analysts tracking competitive products and review trends
• Market researchers analyzing beauty consumer preferences in India
• Data scientists building sentiment analysis and review datasets
• Retailers aggregating customer feedback for business intelligence

Key features include flexible sorting (most recent vs. most helpful), multi-page pagination, image capture, and configurable volume limits to match your collection scope.

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Input Format & Configuration

The scraper accepts a JSON configuration object:

{
  "urls": [
    "https://www.purplle.com/product/faces-canada-comfy-matte-wow-liquid-lipstick-cocoa-crush-07-3-8ml/reviews"
  ],
  "sort_by": "mh",
  "page": 2,
  "max_items_per_url": 200,
  "ignore_url_failures": true
}

Configuration Parameters Explained

Parameter	Type	Description	Example
urls	Array	Product review page URLs from Purplle.com	["https://www.purplle.com/product/.../reviews"]
sort_by	String	Sorting preference for reviews	"mr" (most recent) or "mh" (most helpful)
page	Integer	Number of review pages to scrape per URL	2 means 2 pages of reviews
max_items_per_url	Integer	Maximum reviews collected per product URL	200
ignore_url_failures	Boolean	Continue if some URLs fail instead of stopping	true or false

Tip: Use sort_by: "mh" to prioritize verified, helpful reviews. Use sort_by: "mr" for latest customer feedback.

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Output Format & Field Definitions

Sample output

{
  "created_on": "18/8/2025",
  "creator_id": 40196988,
  "rating": 5,
  "module_id": 379581,
  "title": "very good👍\n",
  "review_id": 19547589,
  "is_liked": 0,
  "body": "this is my second purchase. it's very good product 💗",
  "commen_lgt": 53,
  "count_like": 1,
  "count_dislike": 0,
  "user_details": {
    "name": "Guest",
    "image": "https://media6.ppl-media.com/mediafiles/ecomm/promo/1493299751_female.png",
    "review_count": 1,
    "followers_count": 0,
    "is_follow": 0,
    "slug": "16b0kc-16b5gk",
    "expert_text": null
  },
  "certified_buyer_review": 1,
  "highlights": "Moisturizing, Transfer-Proof, Long Lasting, Smooth In Finish, Value For Money",
  "highlight_texts": [
    {
      "id": "264~1",
      "text": "Moisturizing",
      "type": "positive"
    },
    {
      "id": "319~1",
      "text": "Transfer-Proof",
      "type": "positive"
    },
    {
      "id": "373~1",
      "text": "Long Lasting",
      "type": "positive"
    },
    {
      "id": "393~1",
      "text": "Smooth In Finish",
      "type": "positive"
    },
    {
      "id": "10~1",
      "text": "Value For Money",
      "type": "positive"
    }
  ],
  "user_persona": [],
  "variant": {
    "group_id": 18843,
    "group_value": "options",
    "group_type": "options",
    "group_display_type": "image",
    "group_display_text": "Shade",
    "selected_index": 0,
    "items": [
      {
        "id": 137013,
        "product_id": 379581,
        "slug": "faces-canada-comfy-matte-wow-liquid-lipstick-cocoa-crush-07-3-8ml-one-swipe-application-highly-pigmented-comfortable-wear-glides-smoothly-long-lasting-transferproof",
        "stock_status": 1,
        "our_price": 249,
        "app_discount": 0,
        "price": 299,
        "app_our_price": 299,
        "product_name": "FACES CANADA Comfy Matte Wow Liquid Lipstick - Cocoa Crush 07, 3.8 ml | One Swipe Application | Highly Pigmented | Comfortable Wear | Glides Smoothly | Long Lasting | Transferproof",
        "option_display_name": "Cocoa Crush 07",
        "option_display_value": "https://media6.ppl-media.com/tr:h-100,w-100,c-at_max,bg-FFFFFF,dpr-2/mediafiles/ecomm/misc/1717673999_9.jpg",
        "group_id": 18843,
        "group_value": "options",
        "group_type": "options",
        "group_display_type": "image",
        "group_display_text": "Shade",
        "is_selected": 1
      }
    ],
    "count": 1
  },
  "score": 0,
  "is_same_variant": 1,
  "review_images": [
    {
      "image_id": 633040,
      "url": "https://media4.ppl-media.com/tr:h-750,w-750,c-at_max,dpr-2/mediafiles/reviews/images/379581/19547577/32741755493246.jpg"
    }
  ],
  "from_url": "https://www.purplle.com/product/faces-canada-comfy-matte-wow-liquid-lipstick-cocoa-crush-07-3-8ml-one-swipe-application-highly-pigmented-comfortable-wear-glides-smoothly-long-lasting-transferproof/reviews"
}

Each scraped review returns 20+ fields of structured data:

Review Identification

Field	Description	Example
Review ID	Unique identifier for the review in the Purplle system	12345678
Module ID	Product module identifier linked to the review	product_98765
Creator ID	Unique identifier of the reviewer (anonymized)	user_4521

Review Content & Metadata

Field	Description	Example
Title	Summary headline written by the reviewer	"Great long-lasting lipstick!"
Body	Full review text with detailed feedback	"The color is vibrant and stays all day without flaking..."
Rating	Star rating given by the reviewer	4 or 5
Score	Calculated review quality or relevance score	0.85
Created On	Timestamp when the review was posted	2024-01-15T10:30:00Z

Engagement & Verification

Field	Description	Example
Count Like	Number of users who found the review helpful	342
Count Dislike	Number of users who found the review unhelpful	8
Is Liked	Whether the current user liked the review	true
Certified Buyer Review	Flag indicating if reviewer purchased the product	true
Is Same Variant	Whether reviewer purchased the exact product variant	true

User & Product Details

Field	Description	Example
User Details	Reviewer profile information (name, verified status)	{"name": "Sarah M.", "verified": true}
User Persona	Inferred user category (e.g., first-time buyer, regular)	"Regular Buyer"
Variant	Product variant reviewed (shade, size, etc.)	"Cocoa Crush 07 - 3.8ml"

Review Components & Media

Field	Description	Example
Highlights	Key positive/negative points extracted from review	["Long-lasting", "Rich color"]
Highlight Texts	Full text of highlighted review sections	["The color is incredibly pigmented", "Smooth application"]
Review Images	URLs of images uploaded with the review	["https://cdn.purplle.com/review_img_1.jpg"]
Commen Lgt	Character count or length metric of the review body	245

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How to Use

1. Find product review URLs — Navigate to any Purplle.com product page, scroll to "Reviews" section, and copy the full review page URL (e.g., https://www.purplle.com/product/.../reviews).

2. Configure your input — Paste 1 or more review URLs into the urls array. Decide on sorting: use "mh" for most helpful, "mr" for most recent.

3. Set pagination & limits — Choose how many pages (page: 2 = 2 pages) and max items per URL (max_items_per_url: 200) you need.

4. Enable error handling — Set ignore_url_failures: true for bulk runs to skip broken links without stopping the scraper.

5. Launch & export — Run the actor and download results as JSON, CSV, or connect directly to your data pipeline.

Best practices:

• Start with page: 1 to test, then increase once working smoothly.
• For popular products, max_items_per_url can be set to 500+ to capture diverse opinions.
• Certified buyer reviews (Certified Buyer Review: true) tend to be more reliable for analysis.

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Real-World Use Cases

• Brand monitoring: Track how customers perceive your cosmetics line; identify recurring complaints or praise
• Competitive intelligence: Analyze reviews of rival products to spot market opportunities
• Sentiment analysis: Process review bodies and ratings to measure product satisfaction trends
• Product development: Use highlights and feedback to guide reformulation or variant launches
• Content marketing: Leverage authentic customer testimonials from review data for campaigns

The Purplle Reviews Scraper transforms scattered customer feedback into clean, machine-readable datasets ready for Excel, SQL databases, or machine learning pipelines.

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Conclusion

The Purplle.com Reviews Scraper is the fastest way to collect authentic beauty product reviews at scale. With 20+ data fields covering ratings, text, images, and user verification, it provides complete insight into product perception. Whether you're a brand, retailer, or researcher, this scraper unlocks the customer intelligence hidden in Purplle's review ecosystem.