Bol Listings Scraper

🛍️ Bol.com Listings Scraper

Easily extract product data from bol.com — the leading Dutch and Belgian e-commerce marketplace. The Bol.com Listings Scraper turns any search query, category, brand, series, or product detail URL into structured JSON, with optional per-variant enrichment (EAN-13, color, weight, seller, condition) pulled straight from bol.com's embedded JSON-LD.

✨ Features

• 🏷️ Comprehensive product data: titles, prices, ratings, review counts, brand, seller, delivery promises, sponsored flags, and image URLs straight from listing pages.
• 🔬 Per-variant enrichment: opt into product detail pages for full JSON-LD ProductGroup records — EAN-13, color, weight in grams, condition, availability, and per-variant buy-box seller.
• 🇳🇱 🇧🇪 NL + BE shops: scrape bol.com/nl/nl/ or bol.com/be/nl/. The Actor automatically pins Apify Residential proxy to the matching country.
• 🛡️ Anti-bot ready: Akamai Bot Manager bypass via Apify Residential proxy + browser-realistic headers + automatic session rotation on 403/429.
• 📚 Books too: handles bol's Book JSON-LD shape with variants under workExample — ISBN-13 ends up in the same gtin13 field.
• 💸 Pay-per-event pricing: pay only for items pushed to the dataset — see the pricing table below.

🛠️ How It Works

1. Choose a mode by what you put in the input:
   • Search — keywords under searchQueries (e.g. harry potter boek) or paste search URLs into startUrls.
   • Category / Brand / Series — paste /l/, /pb/, or /serie/ URLs into startUrls.
   • Product detail — paste /p/.../{id}/ URLs into startUrls.
2. Pick the country shop — nl or be. The Actor pins the residential proxy to the matching country.
3. (Optional) Turn on includeProductDetails to switch into PDP-enrichment mode — listing pages become URL sources only, and the dataset gets one rich record per product detail page.
4. Set maxItems to cap your spend, or leave it 0 for unlimited.
5. Run the scraper — results stream to the default dataset, ready to download as JSON / CSV / Excel.

⚙️ Input

Field	Type	Required	Default	Description
startUrls	array of URLs	optional	—	Bol.com URLs to crawl. Supports /s/, /l/, /pb/, /serie/, and /p/ paths on bol.com/nl/nl/ or bol.com/be/nl/.
searchQueries	string[]	optional	[]	Keywords to convert into search start URLs (one search URL per query, on the selected country shop).
country	nl | be	optional	nl	Country shop. Drives both the search URL path and the residential proxy country (forced to match — never mix /nl/ with BE IPs).
maxItems	integer ≥ 0	optional	0	Maximum dataset items to push across the whole run. 0 = unlimited. Use this to cap spend.
includeProductDetails	boolean	optional	false	When true, listings are used only to discover product URLs; the dataset gets one PDP record per product (full JSON-LD).
proxyConfiguration	object	optional	RESIDENTIAL	Apify proxy options. Residential is required — bol blocks datacenter IPs. Country code is overwritten to match country.

At least one of startUrls or searchQueries must be provided.

📊 Sample Output Data

Listing card (when includeProductDetails=false)

{
    "type": "listing",
    "productId": "9200000023479731",
    "url": "https://www.bol.com/nl/nl/p/harry-potter-boxset/9200000023479731/",
    "title": "Harry Potter - Full Boxset",
    "imageUrl": "https://media.s-bol.com/qwD5RRPRo10/550x450.jpg",
    "brandName": "J.K. Rowling",
    "brandId": "545975",
    "price": 56.93,
    "priceCurrency": "EUR",
    "rating": 4.8,
    "reviewCount": 612,
    "specs": ["Engels", "Boxset paperback", "9781408856772", "09 oktober 2014", "3872 pagina's"],
    "offerUid": "94f335fe-0d0b-40ed-ab3c-51598d511285",
    "sponsored": false,
    "sustainable": false,
    "sellerHint": "bol",
    "deliveryText": "Voor 23:59 uur besteld, maandag in huis",
    "domain": "nl",
    "sourceUrl": "https://www.bol.com/nl/nl/s/?searchtext=harry+potter+boek",
    "sourcePage": 1,
    "scrapedAt": "2026-05-16T10:00:00.000Z"
}

Product detail with variants (when includeProductDetails=true)

{
    "type": "product",
    "productGroupId": "9300000219087542",
    "name": "iPhone 17 - verwacht model",
    "rating": 4.8,
    "reviewCount": 32,
    "lowPrice": 815,
    "highPrice": 1218,
    "offerCount": 10,
    "category": [
        { "name": "Elektronica", "position": 1, "url": "https://www.bol.com/nl/nl/l/elektronica/3136/" },
        { "name": "Smartphones", "position": 3, "url": "https://www.bol.com/nl/nl/l/smartphones/4010/" }
    ],
    "variants": [
        {
            "productId": "9300000240171669",
            "url": "https://www.bol.com/nl/nl/p/apple-iphone-17-256gb-sage/9300000240171669/",
            "name": "Apple iPhone 17 - 256GB - Sage",
            "color": "Groen",
            "gtin13": "0195950644388",
            "weightGrams": 337,
            "brandName": "Apple",
            "price": 889,
            "priceCurrency": "EUR",
            "condition": "NewCondition",
            "availability": "InStock",
            "sellerName": "Smartech NL"
        }
    ],
    "domain": "nl",
    "url": "https://www.bol.com/nl/nl/p/apple-iphone-17-256gb-sage/9300000240171669/",
    "scrapedAt": "2026-05-16T10:00:00.000Z"
}

💰 Pricing

This Actor uses pay-per-event — you pay only for items written to the dataset. Which event you're charged for depends on the includeProductDetails flag (the two modes are mutually exclusive within a single run).

Event	When charged	Price (USD)
product-listing	Each listing card pushed when includeProductDetails=false	$0.003
item-detail	Each PDP record (with full JSON-LD variants) when includeProductDetails=true	$0.010

Worked examples:

Scenario	Items	Event	Total cost
Keyword search, first 10 pages (~250 cards)	250	product-listing	$0.75
Full keyword search to bol's 256-page cap (~6,400 cards)	6,400	product-listing	$19.20
1,000 PDPs with includeProductDetails=true	1,000	item-detail	$10.00
10,000 PDPs with includeProductDetails=true	10,000	item-detail	$100.00

Set maxItems to put a hard cap on the run and your bill. 🎯

Get the freshest Dutch and Belgian e-commerce data with Bol.com Listings Scraper today! 🚀