Makeupstore.com Product Scraper: Extract Beauty Product Data at Scale

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What Is Makeupstore.com?

Makeupstore.com is a comprehensive online beauty and cosmetics retailer offering thousands of products across brands, categories, and price points. The platform features detailed product listings with variants, customer reviews, and real-time inventory status. Manually collecting product data is labor-intensive — the Makeupstore Product Scraper automates extraction, delivering structured product records with 27+ fields per item.

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Overview

The Makeupstore Product Scraper extracts product information from Makeupstore.com search and category pages, converting unstructured web content into clean, actionable data. It is ideal for:

• Price monitoring tools tracking beauty product costs across retailers
• Market researchers analyzing cosmetics trends and brand positioning
• E-commerce aggregators building product databases
• Competitors & retailers conducting pricing and assortment benchmarking
• Data analysts studying beauty product availability and inventory patterns

Key features include flexible pagination support via offset parameters, variant handling, stock status tracking, and reliable error recovery with ignore_url_failures.

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Input Format

The scraper accepts a JSON configuration object:

{
  "urls": [
    "https://makeupstore.com/categorys/3/#sort=date&offset=36"
  ],
  "ignore_url_failures": true,
  "max_items_per_url": 200
}

Parameter	Type	Description
urls	Array	Direct links to Makeupstore product search or category pages. Example: category pages with pagination using offset parameter
max_items_per_url	Integer	Maximum number of products extracted per URL (default: 20, max: 200+)
ignore_url_failures	Boolean	If true, scraper continues running if some URLs fail; if false, stops on first error

Tip: Use category URLs with sorting/filtering parameters (e.g., #sort=date&offset=36) to control which products are scraped.

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Output Format

Sample output

{
  "id": 933071,
  "brand": {
    "id": 1413825,
    "link": "/brand/1413825/",
    "title": "Thomas Kosmala"
  },
  "title": "Thomas Kosmala Ornate Moon",
  "category": {
    "id": 3,
    "title": "Perfume",
    "description": "<p>Perfumes are flawless elements that complement a man's or a woman's look. Bouquets of aromas emphasize your uniqueness and individual taste. Different types of scents create a beautiful trace and evoke pleasant emotions. Be guided by your feelings and choose an Eau de toilet to demonstrate your refined taste.</p>\r\n<h3>How to select women's perfume?</h3>\r\n<p>Typically, you need to consider several criteria to pick women's compositions. First and foremost, you should count the age. Flower and fruit bouquets with sweet and caramel shades are best for girls under 18. It is better to prefer citrus, berry, and floral notes with rich and powdery sounds simultaneously for ladies from 18 to 20.&nbsp;</p>\r\n<p>Girls aged 20 to 25 can prefer musky and floral compositions with elegant wooden chords. A perfume with flower shades containing green grass, aqua freshness will be an excellent solution for girls from 25 to 30. It is better to opt for classic and refined aromas after 30 years. You can select bouquets containing musk, tobacco, and ambergris.</p>\r\n<p>Besides, you should consider the season when choosing a women's fragrance. Since aromatic chords are revealed each weather differently, one must avoid making a mistake with the option. Let's check out the essential tips to opt for women's aromas depending on the season in the list below:</p>\r\n<ul>\r\n<li>Summer. It is better to prefer light and refreshing perfumes for a hot period. You should abandon heavy and very stable bouquets. You can choose aqua notes, citrus chords, and fruit or berry notes.</li>\r\n<li>Spring. Warm and delicate bouquets containing herbal and wooden notes are perfect in this case. Select floral or citrus perfumes to enjoy lightness and sophistication.</li>\r\n<li>Autumn. Spicy and warm motifs complement this rainy season flawlessly. You can prefer scents with cinnamon, ambergris, vetiver, etc.</li>\r\n<li>Winter. This season is ideal for using bouquets with a persistent trail. Pick perfumes containing chypre, wood, and various spices.</li>\r\n</ul>\r\n<p>Be sure to consider the temperament and character of the person using the fragrances. Elegant and discreet women will appreciate fruity and floral chords. Energetic ladies will evaluate citrus scents or unisex variations.</p>\r\n<h3>How to pick men's perfumes?</h3>\r\n<p>You need to consider age and season when selecting men's fragrances. Spicy, leather, and woody compositions are perfect for winter. You should opt for aqua aromas and citrus perfume sets in the summer. In addition, it is worth considering the purpose of using scents. If you are looking for chords for romantic dates or walks, pick calm wooden aromas or soft orange sounds.</p>\r\n<p>You can pick calm aqua perfumes with hints of wood for work or business meetings. If you plan to have fun or attend a party, you may choose spicy compositions with a persistent trace.&nbsp;</p>\r\n<p>In addition, you need to realize the difference between elite and niche fragrances. The first type includes scents produced by luxury brands and those that are mass-produced. Niche compositions are of high quality and made from natural and unique components. Their production is limited and aimed at true luxury connoisseurs.</p>\r\n<p>In the MAKEUP catalog, you can order high-quality perfume on sale at an affordable price. We guarantee original fragrances from solid brands and fast delivery service within the USA.</p>",
    "link": "/categorys/3/",
    "banners_variant": "carousel",
    "banners": [],
    "sections": [],
    "breadcrumbs": [],
    "reviews": []
  },
  "in_stock": true,
  "rating": {
    "average": 0,
    "total": 0
  },
  "feedback": {
    "comments_count": 0,
    "questions_count": 0,
    "reviewers_count": 0,
    "average_rating": 0
  },
  "price": {
    "currency": "USD",
    "current": 92.76,
    "old": 99.74,
    "side": "left",
    "symbol": "$"
  },
  "variants": [],
  "not_available_variants": [],
  "badge": null,
  "link": "/product/933071/",
  "action": null,
  "characteristics": [],
  "informations": [],
  "sections": [],
  "breadcrumbs": [
    {
      "id": 1,
      "title": "MAKEUP",
      "link": "/"
    },
    {
      "id": 2,
      "title": "Perfume",
      "link": "/categorys/3/"
    },
    {
      "id": 3,
      "title": "Thomas Kosmala Ornate Moon",
      "link": "/product/933071/"
    }
  ],
  "series": {
    "id": 1783307,
    "link": "/brand/1413825/#o[2245][]=1783307",
    "title": "Ornate Moon"
  },
  "sub_title": "Eau de Parfum",
  "type": "product",
  "favorites": [],
  "media": [
    {
      "sizes": {
        "sm": {
          "url": "https://us-i.makeupstore.com/w/ws/wsjiyr619lon.jpg",
          "thumbnail": "https://us-i.makeupstore.com/7/7e/7eeftm0iinf8.jpg"
        },
        "lg": {
          "url": "https://us-i.makeupstore.com/g/gn/gnfzgkgvlseq.jpg",
          "thumbnail": "https://us-i.makeupstore.com/7/7e/7eeftm0iinf8.jpg"
        }
      },
      "id": 1,
      "type": "image",
      "thumbnail": "https://us-i.makeupstore.com/7/7e/7eeftm0iinf8.jpg",
      "url": "https://us-i.makeupstore.com/w/ws/wsjiyr619lon.jpg",
      "default": true
    },
    {
      "sizes": {
        "sm": {
          "url": "https://us-i.makeupstore.com/k/ko/ko3xakgnnk53.jpg",
          "thumbnail": "https://us-i.makeupstore.com/l/l2/l2g5vcl2nyba.jpg"
        },
        "lg": {
          "url": "https://us-i.makeupstore.com/o/oj/ojdhqwqte1gz.jpg",
          "thumbnail": "https://us-i.makeupstore.com/l/l2/l2g5vcl2nyba.jpg"
        }
      },
      "id": 2,
      "type": "image",
      "thumbnail": "https://us-i.makeupstore.com/l/l2/l2g5vcl2nyba.jpg",
      "url": "https://us-i.makeupstore.com/k/ko/ko3xakgnnk53.jpg",
      "default": false
    }
  ],
  "is_gift": false,
  "has_variants": true,
  "default_variant": {
    "id": 1783306,
    "type": "volume",
    "title": "100 ml",
    "price": {
      "currency": "USD",
      "current": 92.76,
      "old": 99.74,
      "side": "left",
      "symbol": "$"
    },
    "in_stock": true,
    "in_favorites": false,
    "is_default": true,
    "availability_text": "In stock!",
    "media": {
      "sizes": {
        "sm": {
          "url": "https://us-i.makeupstore.com/j/jv/jve9gpv9afaj.jpg",
          "thumbnail": "https://us-i.makeupstore.com/o/oj/ojof4oxqqhi3.jpg"
        },
        "lg": {
          "url": "https://us-i.makeupstore.com/j/jv/jve9gpv9afaj.jpg",
          "thumbnail": "https://us-i.makeupstore.com/o/oj/ojof4oxqqhi3.jpg"
        }
      },
      "id": 1,
      "type": "image",
      "thumbnail": "https://us-i.makeupstore.com/o/oj/ojof4oxqqhi3.jpg",
      "url": "https://us-i.makeupstore.com/j/jv/jve9gpv9afaj.jpg",
      "default": true
    },
    "has_promotional_discount": false,
    "has_action": false,
    "link": "/product/933071/#/option/1783306/",
    "meta": {
      "name": "Thomas Kosmala Ornate Moon - Eau de Parfum 100 ml",
      "price_valid_until": "2026-12-31"
    }
  },
  "analytics": {
    "product_id": 933071,
    "product_list_index": 1,
    "in_product_list": 1,
    "product_list_name": "",
    "product_list_title": "",
    "product_group": "Eau de Parfum",
    "category": "Perfume",
    "category_id": 3,
    "category1": "ROOT",
    "category1_id": 1,
    "category2": null,
    "category2_id": null,
    "category3": null,
    "category3_id": null,
    "category4": null,
    "category4_id": null,
    "category5": null,
    "category5_id": null,
    "category6": null,
    "category6_id": null,
    "category7": null,
    "category7_id": null,
    "price": 92.76,
    "old_price": "99.74",
    "currency": "USD",
    "brand": "Thomas Kosmala",
    "brand_id": 1413825,
    "supplier_id": null,
    "supplier_hash": null,
    "product_reviews": 0,
    "product_star_rating": 0,
    "variant_id": 1783306,
    "variant": "100 ml",
    "variants": {
      "1783306": "100 ml"
    },
    "variants_data": {
      "1783306": {
        "price": 92.76,
        "price_old": "99.74",
        "value": "100 ml"
      }
    },
    "slider_list_description": "Eau de Parfum",
    "slider_list_name": "Thomas Kosmala Ornate Moon - Eau de Parfum",
    "makeup_ads": 0,
    "product_campaign_id": null,
    "product_campaign_click_cost": null,
    "product_item_attention_id": null,
    "product_item_attention": null,
    "product_label": "",
    "product_label_color": "",
    "product_label_border_top_color": null,
    "global_variant_id": "C01866681",
    "global_product_id": 1130995,
    "personalize": false,
    "require_options": null,
    "parent_category": "Perfume/Eau de Parfum"
  },
  "from_url": "https://makeupstore.com/categorys/3/#sort=date"
}

Each scraped product returns a comprehensive record with 27 fields:

Product Identification & Basics

Field	Description	Example
ID	Unique internal Makeupstore product identifier	12345
Title	Product name as displayed on the listing	Luxury Lipstick - Red Velvet
Sub Title	Secondary product descriptor	Long-lasting Formula
Brand	Manufacturer or brand name	MAC, Nyx, Charlotte Tilbury
Link	Direct URL to the product detail page	https://makeupstore.com/product/12345
Breadcrumbs	Navigation path (category hierarchy)	Home > Makeup > Lips > Lipstick

Pricing & Availability

Field	Description	Example
Price	Current retail price in store currency	$35.00, €32.99
In Stock	Boolean indicating if product is available	true, false
Badge	Special labels (e.g., "New", "Sale", "Bestseller")	New Arrival, Limited Edition
Is Gift	Whether the product can be purchased as a gift item	true, false

Ratings & Social Proof

Field	Description	Example
Rating	Customer review score (typically 0-5)	4.8
Feedback	Number of customer reviews/ratings	152
Favorites	Count of times added to wishlists	87

Product Classification

Field	Description	Example
Category	Primary product category	Makeup, Skincare, Haircare
Type	Product sub-type or format	Liquid Lipstick, Powder, Foundation
Series	Product line or collection name	Matte Liquid Collection, Pro Edition
Sections	Detailed categorization tags	["Face", "Lips", "Professional"]
Characteristics	Key product features and attributes	["Waterproof", "Long-lasting", "Matte Finish"]
Informations	Additional product details	["Vegan", "Cruelty-Free", "Natural Ingredients"]

Variants & Options

Field	Description	Example
Has Variants	Boolean: does this product have color/size options	true, false
Variants	List of available variant options	["Red", "Pink", "Nude"] for colors, or ["30ml", "50ml"] for sizes
Not Available Variants	Options currently out of stock	["Dark Red - 50ml"]
Default Variant	The pre-selected variant when product page loads	"Red - 30ml"

Media & Content

Field	Description	Example
Media	URLs or paths to product images and videos	["https://cdn.makeupstore.com/prod1.jpg", "..."]

Analytics & Metadata

Field	Description	Example
Action	Status or operation flag for the product record	"active", "monitored"
Analytics	Additional tracking or performance data	{"impressions": 450, "conversions": 12}

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How to Use

1. Identify product pages — Navigate to Makeupstore.com, find a product category or search results page. Copy the URL (including sort/filter parameters if desired).

   Example: https://makeupstore.com/categorys/3/#sort=date&offset=36

2. Build the input — Paste URLs into the urls array. Adjust max_items_per_url based on your needs (default 20, up to 200+ per URL).

3. Configure error handling — Set ignore_url_failures: true for batch runs to prevent interruptions.

4. Execute the scraper — Start the run and monitor the log for progress.

5. Process the output — Download results as JSON, CSV, or import directly into spreadsheets or databases.

Best practices:

• Use category URLs for broader product sets; search result URLs for targeted data collection.
• Increase max_items_per_url incrementally to avoid timeout issues.
• Pagination: Makeupstore uses offset parameters; test a few offset values to map entire categories.

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Use Cases & Business Value

• Price monitoring: Track beauty product costs across seasons and promotions
• Competitor analysis: Benchmark brand positioning, ratings, and product mix
• Inventory tracking: Monitor stock status and variant availability in real time
• Product research: Analyze trending categories, ratings, and customer preferences
• Retail aggregation: Feed Makeupstore data into multi-retailer product comparison platforms

The Makeupstore Product Scraper eliminates hours of manual data entry, enabling data-driven decisions in the competitive beauty e-commerce space.

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Conclusion

The Makeupstore.com Product Scraper is a powerful tool for beauty industry professionals, researchers, and e-commerce platforms. With 27+ structured fields and flexible URL handling, it transforms product pages into clean, actionable data. Start scraping today and gain competitive insights into the global beauty market.