Amazon scraper that scales without breaking

Browserbase runs real browsers that navigate marketplace pages like a human. Extract product data, pricing, reviews, and seller info without getting blocked.

Browser blocked by bot detection

The Problem

Why scraping ecommerce marketplaces breaks

  • Bot detection blocks automated requests within minutes, even with rotating user agents.
  • Product pages load content dynamically with JavaScript, so static scrapers miss pricing, reviews, and inventory data.
  • Marketplace layouts change frequently, breaking CSS selectors and XPath queries overnight.
  • IP-based rate limiting forces you to manage proxy pools and retry logic manually.
  • Localized pricing and geo-restricted content require requests from specific regions.
Data extraction pipeline with Browserbase

The Solution

How Browserbase powers Amazon scraping at scale

  • Real browser sessions: render JavaScript-heavy product pages exactly as a shopper would see them.
  • Built-in stealth mode: rotate browser fingerprints automatically to pass bot detection.
  • Residential proxies: route traffic through clean IPs with geolocation targeting for localized pricing.
  • AI-powered extraction: use Stagehand to pull structured product data without brittle CSS selectors.
  • Parallel collection: scrape thousands of product pages simultaneously across concurrent browser sessions.

Data you can collect

Templates

Templates to get you started

Frequently Asked Questions

How does Browserbase avoid getting blocked when scraping ecommerce marketplaces?

Browserbase runs real Chromium browsers with built-in stealth mode that rotates browser fingerprints automatically. Combined with residential proxies that route requests through clean IPs, your scraper behaves indistinguishably from a real shopper browsing from a home connection.

Can I scrape product data including dynamically loaded content?

Yes. Browserbase runs full Chromium browsers that execute JavaScript, handle lazy-loaded images, expand review sections, and render dynamically inserted pricing and inventory data. Nothing is missed that a real browser would display.

How do I get structured data from product pages?

Use Stagehand with Browserbase for AI-powered extraction. Define a schema for the data you want, such as product name, price, rating, and review count, and Stagehand extracts it into clean, typed JSON. No brittle CSS selectors to maintain when page layouts change.

Can I scrape prices for different regions or zip codes?

Yes. Browserbase residential proxies support geolocation targeting by country, state, and city. Route your requests through specific regions to capture localized pricing, shipping costs, and availability data.

How many product pages can I scrape concurrently?

Browserbase scales to thousands of concurrent browser sessions. Each session gets its own isolated browser with a unique fingerprint and IP, so you can extract data from many product pages simultaneously without triggering rate limits.

What happens when the marketplace changes its page layout?

If you use Stagehand for extraction, layout changes are handled automatically. Stagehand uses AI to understand page structure rather than relying on fixed CSS selectors, so your scraper keeps working even when the markup changes.

What will you build?