Amazon product data extraction — structured, maintained, and delivered at scale.
We extract product data from Amazon and deliver it as clean, normalized JSON via API endpoint, S3, or direct warehouse push. Anti-bot bypass, captcha resolution, and schema maintenance are built in. You consume the data — we handle everything else.
What you get.
- 97%+ delivery rate Our pipelines bypass Amazon's anti-bot systems with rotating residential and datacenter proxies, session management, and browser fingerprint rotation. Failed requests are retried automatically — you only receive successfully extracted data.
- Structured product schema Every product record includes: title, price, seller name, seller ID, FBA/FBM flag, BSR rank and category, review count, star rating, ASIN, UPC, brand, availability, and variation data. Normalized and deduplicated before delivery.
- Maintenance included When Amazon changes page layouts, adds new captcha types, or shifts anti-bot strategies, we adapt the pipeline. No tickets, no downtime charges, no breakage on your end.
- Flexible delivery JSON API endpoint, S3 bucket, BigQuery, Snowflake, or NDJSON file drop. Daily, hourly, or intra-day cadence depending on your monitoring requirements.
Sample JSON output.
Each extraction delivers normalized records like this:
{
"asin": "B0CX23V2ZK",
"title": "Anker USB-C Hub Adapter, 7-in-1",
"brand": "Anker",
"price": 27.99,
"currency": "USD",
"seller": "AnkerDirect",
"seller_id": "A294P4X9EWVXLJ",
"fulfillment": "FBA",
"bsr_rank": 142,
"bsr_category": "Electronics > Computer Accessories",
"rating": 4.6,
"review_count": 12847,
"availability": "In Stock",
"upc": "194644179823",
"scraped_at": "2026-04-26T08:00:00Z"
}How we compare.
| WDES | ScraperAPI | Oxylabs | Bright Data | |
|---|---|---|---|---|
| Anti-bot bypass | Managed, adaptive | Automated | Automated | Automated |
| Failed-request charges | None | Credits consumed | Credits consumed | CPM charged |
| Schema maintenance | Included | Your responsibility | Your responsibility | Partial |
| Pricing model | Flat monthly | Per-request credits | Per-request credits | CPM + bandwidth |
| Data normalization | Included | Raw HTML | Semi-structured | Semi-structured |
| Engineer access | Direct | Support tickets | Support tickets | Support tickets |
Common use cases.
- Price monitoring Track competitor pricing across thousands of ASINs with daily or intra-day snapshots. Detect MAP violations, unauthorized sellers, and pricing anomalies.
- Competitive intelligence Monitor BSR movements, new seller entries, review velocity, and Buy Box ownership changes across your category.
- Brand protection Identify unauthorized third-party sellers, counterfeit listings, and hijacked product pages with structured offer-level data.
- Market research Build category-level datasets covering pricing distribution, seller landscape, review sentiment, and product availability trends.
Why Amazon is hard to scrape.
Amazon deploys layered anti-bot defenses: CAPTCHA challenges on product pages, behavioral fingerprinting that detects automation patterns, IP reputation scoring that blocks datacenter ranges, and frequent layout changes that break CSS-based extraction. Generic scraping tools fail within hours. Our pipelines are built specifically for this environment — with residential and datacenter proxy rotation, browser-level fingerprint management, session persistence, and continuous adaptation to Amazon's evolving defenses.
We have operated Amazon extraction pipelines in continuous production for multiple years, handling layout changes, new captcha types, and anti-bot upgrades without data interruption to our clients.
vs. Amazon Product Advertising API.
Amazon's official PA-API is limited by design: it requires an active Associates account, enforces strict rate limits (1 request/second per marketplace), restricts use to sites that drive affiliate traffic, and provides only a subset of product data fields. BSR rankings, detailed offer data, seller identities, and review content are not available through PA-API.
Our extraction delivers the complete product page: all offers from all sellers, historical BSR, full review data, variation trees, and availability — without affiliate requirements or rate limits.
Tell us what Amazon data you need.
Share your ASIN list, target fields, and delivery cadence. We'll reply with a scoped quote within 48 hours.
Get a scoped quote