10 Best Amazon Product Scraper Tools in 2026

Amazon product scraper tools collect public marketplace information and convert it into structured fields such as titles, ASINs, prices, brands, ratings, review counts, seller details, availability, rankings, images, and shipping information. The data can support price monitoring, category research, catalog analysis, competitor tracking, review analysis, and marketplace intelligence.

The best tool depends on how a project begins. Some teams need to discover products from keywords, while others already have ASINs or product URLs. Business users may prioritize clean spreadsheet exports, whereas developers may need structured JSON, asynchronous jobs, geotargeting, and API integration.

Amazon Product Scraper Tools at a Glance

The 10 Best Amazon Product Scraper Tools

1. CoreClaw

The CoreClaw Amazon Product Scraper collects product records from global Amazon marketplaces using keywords. Available fields include titles, brands, ASINs, current and original prices, ratings, review counts, availability, sellers, Buy Box information, rankings, images, shipping details, and variations.

Teams with known products can use the Amazon Product Scraper by ASIN. Results are available through a no-code interface, structured exports, or an API, with failed results excluded from successful-result billing.

Best for: Sellers, researchers, pricing teams, and non-technical users that need cleaned and filtered outputs.

2. Bright Data

Bright Data provides dedicated scrapers for Amazon products, searches, sellers, and reviews. Its API manages proxy rotation, access handling, and parsing, then delivers structured data for automated pipelines.

Best for: Enterprise teams with large, recurring data requirements.

Consideration: Its infrastructure may be more extensive than a small spreadsheet project requires.

3. Oxylabs

Oxylabs supports dedicated Amazon sources for product pages, search results, pricing offers, sellers, and Best Sellers lists. Supported targets can return structured JSON through dedicated parsers.

Best for: Developer and enterprise teams that need several Amazon page types through one API.

Consideration: It requires technical integration and downstream data management.

4. Apify

Apify offers a marketplace of Amazon Actors for product pages, searches, reviews, sellers, and other workflows. Actors run as cloud jobs and can connect to schedules, APIs, datasets, and external automation systems.

Best for: Technical teams that want flexible, configurable automation.

Consideration: Actor ownership, schemas, maintenance, and pricing vary, so each Actor must be evaluated separately.

5. Decodo

Decodo’s Amazon Scraper is part of its Web Scraping API. It combines page access, parsing, proxy infrastructure, geotargeting, task scheduling, and structured output formats such as HTML, JSON, and CSV.

Best for: API-first teams monitoring localized prices, availability, and product information.

Consideration: Business users may need developer support to build the complete workflow.

6. Scrape.do

Scrape.do provides dedicated endpoints for product-detail pages, Amazon search results, and seller offers. It returns structured JSON and supports multiple Amazon marketplaces and location-sensitive requests.

Best for: Developers that need a focused Amazon API with product, search, and offer coverage.

Consideration: Broader data cleaning and business reporting remain the user’s responsibility.

7. ScraperAPI

ScraperAPI offers structured endpoints for Amazon products, search results, and offers. Its Amazon tools can return parsed JSON rather than requiring teams to extract fields from raw page HTML.

Best for: Developers building price-monitoring, product-research, or seller-comparison applications.

Consideration: Users still need to define storage, validation, deduplication, and update logic.

8. ScrapingBee

ScrapingBee’s Amazon API provides separate endpoints for search results, product details, and pricing information. An ASIN can be submitted to the product endpoint to retrieve structured product data in real time.

Best for: Small developer teams that want a straightforward Amazon-specific API.

Consideration: Its endpoint coverage is narrower than platforms offering dedicated seller, review, and Best Sellers tools.

9. Octoparse

Octoparse provides ready-made no-code templates for Amazon keyword searches, product details, reviews, and Best Sellers lists. Its product templates support structured exports to Excel, CSV, or JSON across multiple marketplaces.

Best for: Analysts and e-commerce operators who prefer visual or template-based collection.

Consideration: Complex recurring workflows may require additional template configuration or cloud credits.

10. ScrapeHero Cloud

ScrapeHero Cloud offers separate tools for Amazon product details, search results, offer listings, reviews, and related product datasets. It supports cloud collection and API-based workflows across several Amazon domains.

Best for: Teams that prefer specialized Amazon tasks instead of designing one general scraper.

Consideration: Product, offer, search, and review data may require separate jobs.

How to Build a Clean Amazon Product Dataset

Begin with the CoreClaw Amazon Worker Store, which contains separate Workers for keyword searches, ASINs, URLs, UPCs, Best Sellers, sellers, prices, and reviews.

Run a representative sample before processing an entire category. Confirm that prices, currencies, sellers, variants, rankings, and availability fields match the intended marketplace.

Use ASIN plus marketplace domain as the primary matching key. Preserve product URLs and collection timestamps, standardize currency and availability fields, and keep product variants separate when their prices or sellers differ.

The CoreClaw quick-start guide explains the no-code process. Recurring projects can use the CoreClaw API integration guide to start Workers, monitor runs, retrieve structured results, and connect exports with databases or internal tools.

Review-specific projects can use the Amazon Reviews Scraper, while the broader guide to scraping e-commerce websites explains timestamps, variants, validation, and responsible data use.

Final Thoughts

The best Amazon product scraper is the one that fits the project’s input, scale, technical resources, and required output.

With CoreClaw, teams can discover products by keyword, collect known products by ASIN, export cleaner CSV, Excel, or JSON datasets, and automate recurring work through an API. Its pay-only-for-successful-results pricing helps align processing cost with delivered records.

When a ready-made Worker does not cover a specialized workflow, developers can build in Python, Node.js, or Go and publish a custom Worker through the platform.