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Bol.com Product Search Scraper: Extract Product Data - Market Research Tool

Introduction

Bol.com stands as the Netherlands' and Belgium's largest online marketplace, serving over 13.7 million active customers with a product range exceeding 41 million items. Now, 25 years later, the shop has 13.7 million active customers in The Netherlands and Belgium, a product range of 41 million items and 46.500 sales partners. For businesses, researchers, and e-commerce professionals, accessing this vast product database presents significant opportunities for market analysis, competitive research, and pricing strategies.

The challenge lies in manually collecting product information from thousands of listings - a time-consuming process that often yields inconsistent results. Our Bol.com Product Search Scraper addresses this challenge by automating the data extraction process, enabling users to gather comprehensive product information efficiently and systematically.

Overview of the Bol.com Scraper

The Bol.com Product Search Scraper is a powerful automation tool designed to extract detailed product information from search result pages on Bol.com. This scraper systematically navigates through product listings, collecting essential data points that are crucial for business intelligence and market research.

The scraper excels in handling large-scale data extraction while maintaining accuracy and consistency. It can process multiple product category pages simultaneously, making it ideal for comprehensive market analysis. The tool is particularly valuable for e-commerce sellers, market researchers, pricing analysts, and business development professionals who need reliable access to Bol.com's extensive product catalog.

Target users include e-commerce businesses analyzing competitor products, market research firms studying Dutch and Belgian retail trends, pricing specialists monitoring market dynamics, and entrepreneurs exploring product opportunities in the Benelux region.

Input and Output Specifications

Example url 1: https://www.bol.com/nl/nl/l/oled-tv-s/7291/63323/?page=3&promo=etvs-oled

Example url 2: https://www.bol.com/nl/nl/ra/tot-50-korting-op-modeaccessoires-/409548?bltgh=e85c9c62-de49-436a-9c38-2c71b0a89289.flexBannerCarousel_Flexbanner-3.flex-banner-3.Banner&promo=main_605_C409548_3_MHP_1_200026570&cid=1753345812997-1960633693784

Example url 3: https://www.bol.com/nl/nl/l/kasten/14080/?bltgh=73a51d5c-9a1f-4004-b227-e10eaf63e3d6.recentlyViewedCategoriesEntry.category-item-2.CategoryImage&cid=1753346083635-9218424723013

Example Screenshot of product information page:

Input Format

The scraper requires a JSON configuration with specific parameters:

{
  "max_retries_per_url": 2, // Maximum waiting time when accessing the links you provided.
  "proxy": { // Add a proxy to ensure that during the data collection process, you are not detected as a bot.
    "useApifyProxy": true,
    "apifyProxyGroups": [
      "RESIDENTIAL" 
    ],
    "apifyProxyCountry": "SG" // You should choose an Country that coincides with the Country you want to collect data from
  },
  "max_items_per_url": 20, // Total page you want scrape
  "urls": [ // Links to product list by query pages.
    "https://www.bol.com/nl/nl/l/oled-tv-s/7291/63323/?page=3&promo=etvs-oled",
    "https://www.bol.com/nl/nl/l/kasten/14080/?bltgh=73a51d5c-9a1f-4004-b227-e10eaf63e3d6.recentlyViewedCategoriesEntry.category-item-2.CategoryImage&cid=1753346083635-9218424723013",
    "https://www.bol.com/nl/nl/ra/tot-50-korting-op-modeaccessoires-/409548?bltgh=e85c9c62-de49-436a-9c38-2c71b0a89289.flexBannerCarousel_Flexbanner-3.flex-banner-3.Banner&promo=main_605_C409548_3_MHP_1_200026570&cid=1753345812997-1960633693784"
  ]
}

Configuration Parameters Explained:

• max_retries_per_url: Sets retry attempts for failed requests (recommended: 2-3)
• proxy settings: Essential for avoiding bot detection; residential proxies recommended
• max_items_per_url: Controls the number of products scraped per page
• urls: Contains Bol.com search result URLs for specific product categories

Output:

The scraper returns comprehensive product data in a structured format with 21 distinct fields:

[ // List of product information
  {
    "id": "9300000144940948",
    "url": "https://www.bol.com/nl/nl/p/sony-xr-65a80l-65-inch-4k-oled-2023/9300000144940948/",
    "title": "Sony Bravia XR-65A80L - 65 inch - 4K OLED - 2023",
    "product_specs": [
      "2023",
      "65 inch",
      "100 Hz",
      "OLED",
      "Backlight: Self-emitting",
      "Smart TV",
      "Google TV"
    ],
    "description": "De Sony Bravia XR-65A80L is een geavanceerde OLED-tv met een helder scherm en de Cognitive Processor…",
    "image_url": "https://media.s-bol.com/YJ6mGo45vZOp/xkyK4yr/168x103.jpg",
    "total_reviews": 12,
    "rating_score": 5.0,
    "price": 1989.0,
    "category_id": "7291",
    "categories": [],
    "brand": "Sony",
    "brick": "10001400",
    "seller": "Verkoop door bol",
    "seller_link": "Verkoop door bol",
    "discount": 210.0,
    "orderable": "available",
    "energy_label": "F",
    "product_delivery_highlight": "Op voorraad",
    "product_delivery_note": "Voor 23:59 besteld, morgen in huis. Levering op afspraak. \nLevertijd\nWe doen er alles aan om dit artikel op tijd te bezorgen. Het is echter in een enkel geval mogelijk dat door omstandigheden de bezorging vertraagd is.\nBezorgopties\nWe bieden verschillende opties aan voor het bezorgen of ophalen van je bestelling. Welke opties voor jouw bestelling beschikbaar zijn, zie je bij het afronden van de bestelling.",
    "quantity": 1,
    "from_url": "https://www.bol.com/nl/nl/l/oled-tv-s/7291/63323/?page=3&promo=etvs-oled",
    "page": 3
  }, // ... Many other product details
]

Core Product Information:

• ID: Unique product identifier for database management
• URL: Direct link to the product page for reference
• Title: Complete product name as displayed on Bol.com
• Description: Detailed product description for content analysis

Product Specifications:

• Product Specs: Technical specifications and features
• Brand: Manufacturer or brand name for brand analysis
• Category ID: Numerical category identifier for classification
• Categories: Full category path for product segmentation

Visual and Media Data:

• Image URL: Primary product image for visual analysis
• Energy Label: Energy efficiency rating for applicable products

Pricing and Commercial Data:

• Price: Current selling price in euros
• Discount: Percentage or amount of discount applied
• Orderable: Availability status for inventory tracking

Seller Information:

• Seller: Name of the selling entity
• Seller Link: Direct link to seller profile
• Brick: Physical store availability indicator

Customer Feedback:

• Total Reviews: Number of customer reviews for popularity assessment
• Rating Score: Average customer rating for quality evaluation

Logistics Data:

• Product Delivery Highlight: Key delivery features
• Product Delivery Note: Specific delivery instructions
• Quantity: Available stock levels

This comprehensive data structure enables multi-dimensional analysis of products, from pricing strategies to customer satisfaction trends.

Usage Instructions

Step 1: URL Preparation Navigate to Bol.com and perform your desired product search. Copy the search result URLs, ensuring they include category and filter parameters. The scraper works best with paginated search results.

Step 2: Configuration Setup Configure the JSON input with appropriate proxy settings. For Netherlands-based data, set the proxy country to "NL" or nearby regions. Adjust max_items_per_url based on your data requirements - higher values provide more comprehensive coverage but increase processing time.

Step 3: Execution and Monitoring Launch the scraper and monitor its progress through the provided dashboard. The tool will systematically process each URL, handling pagination automatically. Typical processing time ranges from 5-15 minutes per 100 products, depending on proxy performance and server response times.

Best Practices:

• Use residential proxies to avoid IP blocking
• Implement reasonable delays between requests (handled automatically)
• Process data in batches for large-scale extraction
• Regularly update proxy configurations for optimal performance

Benefits and Applications

The Bol.com scraper delivers significant time savings, reducing manual data collection from hours to minutes. This automation enables real-time competitive analysis, allowing businesses to adjust pricing strategies dynamically based on market conditions.

Key Applications:

• Competitive Intelligence: Monitor competitor pricing, product offerings, and market positioning
• Market Research: Analyze product trends, customer preferences, and brand performance
• Inventory Planning: Track product availability and demand patterns
• Price Optimization: Implement dynamic pricing strategies based on market data
• Brand Monitoring: Track brand presence and performance across categories

The extracted data supports data-driven decision making, enabling businesses to identify market opportunities, optimize product positioning, and enhance competitive advantage in the Benelux market.

Conclusion

The Bol.com Product Search Scraper provides essential market intelligence for businesses operating in or targeting the Dutch and Belgian markets. By automating data extraction from Europe's leading marketplace, users gain access to comprehensive product insights that drive informed business decisions.

Ready to unlock Bol.com's market data potential? Start extracting valuable product intelligence today and gain a competitive edge in the Benelux e-commerce landscape.

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Your feedback

We are always working to improve Actors' performance. So, if you have any technical feedback about Bol.com Product Search Query Scraper or simply found a bug, please create an issue on the Actor's Issues tab in Apify Console.