🛒 Amazon Best Sellers Scraper

Scrape Amazon Best Sellers, New Releases and Most Wished For lists across any Amazon marketplace. Extract the real Best Seller Rank (BSR) from the on-page badge, plus ASIN, price, currency, star rating, review count, product image variants and category — with optional per-product detail enrichment (brand, features, list price, discount, coupon, Prime, badges, variant ASINs, real category ranks and the star histogram).

Keywords: amazon best sellers scraper, amazon bestsellers, BSR rank, amazon product data, amazon new releases, most wished for, amazon ASIN scraper, price monitoring, e-commerce market research, amazon category scraper, product research, dropshipping research.

What it does

• Real BSR rank, not a guessed index. rank comes from the on-page #N badge (span.zg-bdg-text). If a card has no badge, rank is null — never a positional guess. A separate position records list order.
• Three discovery modes from one input, same parser: Best Sellers (/zgbs/), New Releases (/gp/new-releases/), Most Wished For (/gp/most-wished-for/). (Movers & Shakers is not supported: Amazon renders that page client-side, so its list is absent from the server HTML.)
• Robust list fields: ASIN (hardened via data-asin + faceout id + /dp/ link), name, canonical /dp/{ASIN} URL, price value + ISO currency (handles $, £, €, zł, kr, …), raw priceString, numberOfOffers (real "N offers from $X", null when single-offer), stars and reviewsCount (read from the stable rating aria-label), image variants, category, marketplace, scrapedAt.
• Filters (skipped rows are not billed): minRating, minReviews, priceRange, primeOnly (needs detail enrichment).
• Dedup by ASIN across subcategories.
• Optional detail enrichment (detailedInformation): one extra request per product adds brand, features[], availability/inStock, coupon, listPrice, discountPercent/savingsAmount/isDeal, isPrime, badges[], boughtInPastMonth, variantAsins[], breadCrumbs[], real bestsellerRanks[] and starsBreakdown.
• Anti-block: default Apify residential proxy, rotating desktop user-agents, and automatic escalation to a fresh IP when a robot check is detected.

Input

Field	Type	Required	Description
categoryUrls	array	Yes	Best Sellers / New Releases / Most Wished For URLs
maxResults	integer	No	Max products per URL (1–500, default 100; main + subcategories, deduped)
subcategoryDepth	integer	No	1 = main only, 2+ = include subcategories (default 1)
detailedInformation	boolean	No	Per-product detail enrichment (default false)
minRating	integer	No	Keep products rated ≥ this (1–5)
minReviews	integer	No	Keep products with ≥ this many reviews
priceRange	object	No	{"min": X, "max": Y} in the marketplace currency
primeOnly	boolean	No	Keep only Prime products (requires detailedInformation)
language	string	No	Accept-Language hint
proxyConfiguration	object	No	Default: Apify residential proxy

{
  "categoryUrls": ["https://www.amazon.com/Best-Sellers-Electronics/zgbs/electronics/"],
  "maxResults": 100,
  "subcategoryDepth": 1,
  "detailedInformation": false,
  "proxyConfiguration": { "useApifyProxy": true, "apifyProxyGroups": ["RESIDENTIAL"] }
}

Output (list row)

{
  "rank": 1,
  "position": 1,
  "rankBucket": "1-10",
  "asin": "B08JHCVHTY",
  "name": "blink plus plan with monthly auto-renewal",
  "url": "https://www.amazon.com/dp/B08JHCVHTY",
  "productUrl": "https://www.amazon.com/Blink-Plus-Plan-monthly-auto-renewal/dp/B08JHCVHTY/...",
  "price": { "value": 11.99, "currency": "USD" },
  "priceString": "$11.99",
  "numberOfOffers": null,
  "offersFromPrice": null,
  "stars": 4.4,
  "reviewsCount": 277407,
  "thumbnailUrl": "https://.../31YHGbJsldL._AC_UL300_SR300,200_.png",
  "imageVariants": ["https://.../_UL300_...", "https://.../_UL600_...", "https://.../_UL900_..."],
  "categoryName": "Electronics",
  "categoryFullName": "Best Sellers in Electronics",
  "categoryUrl": "https://www.amazon.com/Best-Sellers-Electronics/zgbs/electronics/",
  "subcategories": [{ "categoryName": "Accessories & Supplies", "categoryUrl": "https://..." }],
  "marketplace": "amazon.com",
  "domain": "www.amazon.com",
  "discoveryMode": "best-sellers",
  "scrapedAt": "2026-07-03T01:20:00Z",
  "input": "https://www.amazon.com/Best-Sellers-Electronics/zgbs/electronics/"
}

With detailedInformation: true, each row also carries: brand, features, availability, inStock, coupon, detailPrice, listPrice, discountPercent, savingsAmount, isDeal, isPrime, badges, boughtInPastMonth, breadCrumbs, variantAsins, bestsellerRanks, starsBreakdown, detailScraped.

Data quality notes (honest coverage)

• rank is the authoritative BSR badge; null if the page omits a badge (e.g. the embedded ASIN-list fallback). It is intentionally distinct from position.
• List-price, Prime, badges, coupon and "bought in past month" do not exist on the Best Sellers list page — they are only populated when detailedInformation is enabled, and are null where genuinely absent on the product page.
• numberOfOffers is populated only for multi-seller products (real "N offers from $X"); null otherwise.
• All missing values are null — no fabricated or guessed data.

Billing

Pay-per-event: row_result per list row, or detail_result per row when detailedInformation is on. Rows dropped by filters are not charged. Events are defined in .actor/pay_per_event.json and must be configured in Console → Publication → Monetization.

Legal

Scrapes only publicly available Best Sellers data. Review Amazon's Terms of Service and applicable data-protection law before use, and scrape responsibly (rate limits, proxies).