Amazon Product Scraper — Prices, Deals & Price Monitoring

Scrape Amazon search results into clean, analysis-ready product rows — numeric prices, real list prices, discounts, ratings, review counts, monthly-bought signals, sponsored flags, badges and Prime status — across 18 marketplaces. Point the scheduler at the same input and monitor mode returns only new or changed products, so a price watch costs nothing on quiet days.

No Amazon account, no Product Advertising API key, no browser runtime.

Why use this Amazon scraper?

• 18 marketplaces — US, UK, Germany, France, Italy, Spain, Canada, Australia, Japan, India, Netherlands, Sweden, Poland, Belgium, UAE, Mexico, Turkey, Singapore. Prices come back in the marketplace currency with the ISO code attached.
• Numbers, not strings — priceValue, listPriceValue, discountPercentage, ratingValue, reviewsCount are parsed numerics; no spreadsheet cleanup.
• Real list prices — the parser distinguishes a genuine "List:"/"Typical:" strike-through price from Amazon's per-unit price ("$4.50/count"), so discountPercentage and onSale are trustworthy.
• Organic vs paid — isSponsored flags ad placements; page and position preserve rank for search-ranking analysis.
• Demand signals — the public "10K+ bought in past month" figure, both raw and normalized.
• Incremental monitoring — schedule the same input and receive only new ASINs and price/rating/review movements, with previous values and deltas attached. Runs that find no changes publish no billable rows.
• Cheap by construction — one HTTP fetch returns 20–48 products; there is no per-product page fetch and no browser.

Overview

Built for e-commerce analysts, sellers, arbitrage hunters and price-tracking teams. Feed it keywords, ASINs, category/best-seller URLs or ready-made search URLs; each dataset row is one product card from the search results, attributed to the query, marketplace, result page and position that produced it.

Supported inputs

• Keywords — "usb c cable" — runs a paginated search on every selected marketplace.
• Bare ASINs — "B082Z1YYRK" — searched directly; the matching card is returned.
• Search URLs — https://www.amazon.com/s?k=gaming+mouse&rh=... — any filters/sort the URL carries are kept.
• Best-seller lists — https://www.amazon.com/gp/bestsellers/electronics/172282.
• Category browse pages — https://www.amazon.de/b?node=3468301.
• Product URLs — https://www.amazon.com/dp/B082Z1YYRK — re-searched by ASIN.

Not supported: seller storefront profile pages (use the Amazon Seller Contact Scraper), review threads, and product-detail-only data (variants, BSR, offer lists, A+ content — see FAQ).

Use cases

Who	What
E-commerce sellers	competitor & MAP price monitoring, repricing inputs
Arbitrage / deal hunters	discount discovery with real list-price math
Marketers & agencies	sponsored-vs-organic share of shelf, badge tracking
Product researchers	niche validation via monthly-bought + review velocity
Data teams	cross-marketplace price comparison feeds

How it works

1. Each query/URL is classified and normalized into a marketplace-pinned search crawl.
2. Listing pages are fetched in parallel over residential exit IPs matching the marketplace country (a .de page from a DE exit, etc. — this is what makes prices reliable).
3. Every product card is parsed into a typed row: prices, rating, reviews, badges, flags, rank.
4. Rows are deduped by ASIN per marketplace and capped by your maxItems.
5. In monitor mode, rows are diffed against the named baseline and only changes are published; the baseline advances only after a fully clean scrape (fail-closed).

Input configuration

Field	Type	Description
queries	array	Keywords or bare ASINs. Each entry crawls every selected marketplace.
marketplaces	array	Marketplace TLDs: "com", "co.uk", "de", … Default ["com"].
startUrls	array	Direct Amazon URLs (search / best-sellers / category / product), any marketplace.
sortBy	string	relevance (default), price-asc, price-desc, rating, newest, bestSellers.
minPrice / maxPrice	integer	Price bounds in the marketplace currency (keyword queries).
maxItems	integer	Hard ceiling of product rows for the whole run.
maxItemsPerQuery	integer	Per-query/per-URL row cap. One page yields ~20–48 rows.
monitorMode	string	off (default), price-changes, all-changes.
monitorName	string	Stable baseline name for a scheduled watch (e.g. "competitor-asins-us").
concurrency	integer	Parallel page fetches (1–20, default 6).
proxy	object	Optional override; leave unset for the built-in residential setup.

Search products

{
  "queries": ["usb c charger", "portable monitor"],
  "marketplaces": ["com", "de"],
  "sortBy": "bestSellers",
  "minPrice": 10,
  "maxPrice": 250,
  "maxItems": 200
}

Monitor prices on a schedule

Use the same monitorName (and same queries/marketplaces/filters) on every scheduled run. The first run publishes the full baseline; later runs publish only new ASINs and price moves.

{
  "queries": ["B0C3HCD34R", "B082Z1YYRK"],
  "marketplaces": ["com"],
  "maxItems": 40,
  "monitorMode": "price-changes",
  "monitorName": "competitor-asin-prices-us"
}

all-changes additionally emits rating and review-count movement. The baseline is stored per monitorName in a named key-value store; a blocked or partial scrape never overwrites healthy state, and rows are published before the baseline advances, so a retry can duplicate an alert but never lose one.

Output overview

One dataset row per product card. Display strings (price, listPrice, monthlyBought) are kept alongside normalized numerics (priceValue, listPriceValue, monthlyBoughtValue). Fields Amazon omits from a card (typical for some variants or unavailable offers) are null, never fabricated.

Output sample

Keyword search "usb c cable" on amazon.com (trimmed):

{
  "asin": "B0CG1LGWR6",
  "title": "LISEN USB C to USB C Cable, 240W Fast Charging Type C Charger Cord (6.6FT, 2Pack)",
  "url": "https://www.amazon.com/dp/B0CG1LGWR6",
  "price": "$8.99",
  "priceValue": 8.99,
  "listPrice": "$9.99",
  "listPriceValue": 9.99,
  "pricePerUnit": "$4.50",
  "discountPercentage": 10.01,
  "onSale": true,
  "currencyCode": "USD",
  "ratingValue": 4.6,
  "reviewsCount": 10214,
  "monthlyBought": "10K+",
  "monthlyBoughtValue": 10000,
  "isPrime": false,
  "isSponsored": false,
  "badge": "Best Seller",
  "page": 1,
  "position": 3,
  "imageUrl": "https://m.media-amazon.com/images/I/81afg0W0O8L._AC_UY218_.jpg",
  "query": "usb c cable",
  "marketplace": "amazon.com",
  "scrapedAt": "2026-07-22T21:07:50.376Z"
}

In monitor mode, changed rows additionally carry changeType, changedFields, previousPriceValue, priceDelta, priceDeltaPercentage, previousRatingValue and previousReviewsCount.

Key output fields

• Identity — asin, title, url, imageUrl, marketplace, query, sourceUrl, scrapedAt
• Pricing — price / priceValue, listPrice / listPriceValue, pricePerUnit, discountPercentage, onSale, currencyCode, couponText
• Social proof — ratingValue, reviewsCount, monthlyBought / monthlyBoughtValue, badge
• Placement — page, position, isSponsored, isPrime, deliveryText
• Monitoring — changeType, changedFields, previousPriceValue, priceDelta, priceDeltaPercentage, previousRatingValue, previousReviewsCount

FAQ

Which URLs work? Search results, best-seller lists, category browse pages and product URLs on any of the 18 supported marketplaces. Seller storefront profiles are out of scope.

Does it fetch product-detail pages? No — this is a search-results scraper by design (that's what keeps it fast and cheap). It does not return variants, seller/Buy Box ownership, inventory, Best Sellers Rank, offer lists, A+ content or full descriptions.

Why is a price sometimes null? Amazon omits the price from some search cards — typically products with variants ("Options" cards), no featured offer, or offers unavailable in the marketplace region. The row still carries everything else.

Are monthly-bought numbers exact? No — Amazon publishes thresholds ("1K+", "10K+"). Both the raw string and the normalized floor value are returned.

How current is monitor-mode data? As current as your schedule. Each run re-scrapes live search pages and diffs against the stored baseline.

Do I need proxies? No — residential routing per marketplace country is built in. The optional proxy input exists only if you want to route through your own Apify proxy groups instead.

Support

• Issues tab of this actor for bugs and feature requests — response usually within 24h.
• Custom fields, exports or private variants: message via the actor's contact options.

Additional services

Need seller contact data behind these products, review threads, or a tailored feed (custom fields, delivery to S3/webhook/DB)? Open an issue or reach out — custom versions are a routine request.

Explore more scrapers

More e-commerce and lead-gen actors: apify.com/memo23 — including the Amazon Seller Contact Scraper (the sellers behind these products, with emails/VAT/ratings).

🤖 For AI Agents & LLM Apps

Compact reference for AI agents calling this actor via the Apify MCP server or the Apify API (actor: memo23/amazon-product-scraper).

Purpose: turn Amazon searches (keywords, ASINs, category/best-seller URLs) into typed product rows with numeric prices, discounts, ratings and rank across 18 marketplaces; optional stateful monitor mode emits only changes between scheduled runs.

Minimal input:

{ "queries": ["usb c cable"], "marketplaces": ["com"], "maxItems": 30 }

Output: one dataset row per product — asin, title, url, price, priceValue, listPrice, listPriceValue, pricePerUnit, discountPercentage, onSale, currencyCode, ratingValue, reviewsCount, monthlyBought, monthlyBoughtValue, isPrime, isSponsored, badge, couponText, deliveryText, page, position, imageUrl, query, marketplace, sourceUrl, scrapedAt (+ changeType, changedFields, previousPriceValue, priceDelta, priceDeltaPercentage in monitor mode).

Behaviors an agent should know:

• Always set maxItems; an uncapped multi-query, multi-marketplace run can return thousands of rows.
• queries and startUrls are additive — both run if both are set. Bare 10-char alphanumerics in queries are treated as ASINs.
• monitorMode ≠ off keeps a baseline keyed by monitorName; the first run returns everything (changeType: "new"), later runs return only changes. Reuse the exact same monitorName + input for a watch.
• Billing: one apify-default-dataset-item event per published row; monitor runs with no changes publish nothing. Small actor-start fee per run.
• priceValue can be null on variant/optionless cards — handle it.

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⚠️ Disclaimer

This Actor is an independent tool and is not affiliated with, endorsed by, or sponsored by Amazon.com, Inc. or any of its subsidiaries. All trademarks mentioned are the property of their respective owners.

The scraper accesses only publicly available Amazon search-results pages — no authenticated endpoints, paid features, or content behind the Amazon login wall. Users are responsible for ensuring their use complies with Amazon's Terms of Service, applicable data-protection law (GDPR, CCPA, etc.), and any contractual obligations of their own organization.

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