ResourcesAmazon Scraper API: Best Tools To Extract Data From Amazon At Scale

Amazon Scraper API: Best Tools To Extract Data From Amazon At Scale

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Want the best Amazon Scraper APIs? Read on!

Data is the new oil in today’s digital economy. For e-commerce giants and competitive product intelligence, Amazon remains the gold mine of product, pricing, and customer insight data.

But scraping data from Amazon isn’t just about running bots—it’s about using reliable, robust, and ethically compliant Amazon Scraper APIs that can handle dynamic changes, anti-bot defences, and massive scale.

In this comprehensive guide, we’ll dive deep into what an Amazon Scraper API is, why you need it, common use cases, challenges, and our top recommended solutions: Oxylabs, Webshare, and Decodo (formerly known as Smartproxy). These are three of the most trusted tools that enable scalable, secure, and smart scraping of Amazon data.

What Is An Amazon Scraper API?

What Is An Amazon Scraper API?

An Amazon Scraper API is a specialized tool or service that allows developers and businesses to programmatically retrieve data from Amazon web pages.

Unlike basic web scrapers, these APIs are built with specific endpoints that target product listings, prices, reviews, seller information, and more—delivering structured results without needing to manage proxies, headless browsers, or parsing HTML manually.

For instance, you can extract:

  • Product name, ASIN, price, and stock availability
  • Star ratings and customer reviews
  • Buy Box winners and offers
  • Best seller ranks and product categories
  • Images and feature bullets

Why Use An Amazon Scraper API?

Amazon is notorious for blocking scrapers. If you try to crawl it without proper setup, your IP will be throttled or blocked within minutes. That’s where an advanced Scraper API comes in.

Here are the core reasons businesses rely on one:

  • Scale: Scrape millions of pages with rotating IPs
  • Accuracy: Retrieve structured JSON data, not raw HTML
  • Speed: Parallel request handling reduces crawl time
  • Compliance: Bypass CAPTCHAs and geo-blocks without violating Amazon’s ToS
  • Maintenance-Free: No need to update scripts when Amazon’s HTML changes

Best Amazon Scraper APIs To Use In 2025

Now, let’s take a look at the three best scraper API providers who have mastered Amazon data extraction. These providers combine enterprise power with developer-friendliness, compliance, and speed.

1. Oxylabs Amazon Scraper API

Oxylabs Amazon Scraper API

Oxylabs is a premium proxy and data-as-a-service company known for its compliance-first, enterprise-grade scraping solutions. Their web Scraper API can be utilized for Amazon and is tailored for precision, speed, and scalability.

Key Features:

  • Pre-built endpoints for product, reviews, and search result pages
  • Proxy integration built-in, using real residential and datacenter IPs
  • JSON output for immediate data analysis
  • Auto-retry logic and CAPTCHA solving
  • Country-specific Amazon scraping (US, UK, DE, etc.)

Why Choose Oxylabs?

  • Enterprise-grade infrastructure for large-scale data extraction
  • Dedicated support and data compliance expertise
  • Ideal for companies in e-commerce analytics, price intelligence, and market research

Example Use Case:

A price intelligence company uses Oxylabs to scrape 1M+ ASINs daily across 6 Amazon regions for dynamic pricing algorithms.

Oxylabs Proxies
Oxylabs Proxies
Oxylabs Proxies offer enterprise-grade, AI-powered proxy solutions with a massive 100M+ IP pool, ensuring unmatched...Show More
Oxylabs Proxies offer enterprise-grade, AI-powered proxy solutions with a massive 100M+ IP pool, ensuring unmatched reliability, speed, and anonymity for large-scale web scraping and data collection. Show Less

2. Decodo (formerly Smartproxy)

Decodo Amazon Scraper API

Decodo, the rebranded evolution of Smartproxy, brings innovation and precision to data collection. Their Amazon Scraper API offers premium results with modern architecture.

Key Features:

  • Fully managed scraping with advanced parser logic
  • Offers location-based scraping for Amazon stores in multiple countries
  • Great support for mobile scraping and app-based eCommerce data
  • Automatically bypasses bot detection and Captchas
  • Output in structured JSON or CSV

Why Choose Decodo?

  • Combines Smartproxy’s robust proxy network with new AI-powered scraping logic
  • Great balance between pricing and premium features
  • Developer-friendly integrations and continuous updates

Example Use Case:

A startup tracking product trends in niche markets uses Decodo’s scraper to monitor new arrivals and customer reviews to build competitive insights.

Decodo (formerly Smartproxy)
Decodo
Decodo (formerly Smartproxy) offers high-quality, affordable, and easy-to-use proxies with a vast global network...Show More
Decodo (formerly Smartproxy) offers high-quality, affordable, and easy-to-use proxies with a vast global network, ensuring seamless web scraping, automation, and data collection without IP bans or restrictions. Show Less

3. Webshare Amazon API Suite

Webshare Amazon API Suite

Webshare offers a robust and affordable proxy service solution for growing businesses and developers. Their API focuses on reliability and ease of use, without compromising on power.

Key Features:

  • Fast API response with minimal request overhead
  • Affordable pricing and generous monthly quotas
  • API support for both search results and product detail pages
  • Supports JSON formatting
  • Easy integration with Python, Node.js, and Zapier workflows

Why Choose Webshare?

  • Best for small-to-mid scale scraping operations
  • Transparent pricing and high-speed datacenter proxies included
  • User-friendly dashboard and API documentation

Example Use Case:

A digital agency helping Amazon sellers uses Webshare’s API to track product listings, keyword rankings, and Buy Box ownership hourly.

Webshare
Webshare Proxies
Webshare Proxies offers high-speed, customizable, and budget-friendly proxy solutions with flexible pricing, ensuring...Show More
Webshare Proxies offers high-speed, customizable, and budget-friendly proxy solutions with flexible pricing, ensuring seamless web scraping, automation, and online anonymity for businesses and individuals. Show Less

Other Best Amazon Scraper APIs

1. Bright Data (formerly Luminati)

Bright Data Amazon Scraper API

Bright Data is considered one of the most powerful and enterprise-ready data collection platforms globally. Their Amazon Scraper API is part of their Data Collector suite, which allows you to extract structured data from Amazon pages such as product listings, reviews, ratings, pricing history, and more.

Bright Data’s API uses a fully automated browser-like environment that can bypass Amazon’s anti-bot technologies, including CAPTCHA, geofencing, and rotating fingerprints.

One of its biggest selling points is its massive residential IP network that provides extremely high success rates, even when scraping millions of pages per day.

It also offers:

  • Scheduled crawls for automatic data syncing
  • Built-in CAPTCHA solvers and auto-retry logic
  • Integration with Google Sheets, Zapier, and major cloud services
  • Pre-configured templates for Amazon marketplaces worldwide

Due to its reliability and robustness, Bright Data is a go-to for Fortune 500 companies, competitive intelligence platforms, and price comparison engines.

2. ScraperAPI

ScraperAPI is an API-based solution that lets you scrape any website—Amazon included—without worrying about proxies, IP blocks, or CAPTCHAs. It’s a favorite among developers, startups, and SaaS tools looking for a plug-and-play solution for data scraping.

While not Amazon-specific, ScraperAPI supports full customization. You simply send a standard GET request to their endpoint with your target Amazon URL, and the service handles everything else behind the scenes.

For large Amazon scraping projects, they offer scalable plans, IP rotation, JavaScript rendering, and customizable request headers.

What makes ScraperAPI shine:

  • Extremely simple integration
  • Fast and scalable (up to 10M+ requests monthly)
  • Supports headless scraping and session cookies
  • Compatible with cURL, Python, Node.js, etc.

It’s ideal for developers who want full control but don’t want to maintain proxy infrastructure. While it lacks Amazon-specific endpoints, its general scraping API is powerful enough to parse even complex product and review data with ease.

3. Zyte API (formerly Scrapy Cloud)

Zyte is a long-standing name in the web scraping ecosystem. Their Zyte API (formerly known as Scrapy Cloud) offers powerful, enterprise-grade scraping solutions with a clean API layer that supports Amazon scraping through intelligent request orchestration.

Zyte uses smart extraction techniques powered by machine learning and page-type detection.

So when you scrape Amazon, their system can automatically detect if it’s a product detail page, a search result, or a review section—and structure the output accordingly.

Top features:

  • Automatic page classification
  • Optimized request routing for faster and cheaper scraping
  • Built-in anti-ban technologies with browser fingerprinting
  • High accuracy even during Amazon’s UI updates

It also supports pipelines to export data directly into your CMS, BI tool, or Google Sheets. Zyte is highly recommended for teams that value structured output, automation, and intelligent scraping layers.

4. Apify Amazon Scraper

Apify offers a marketplace of ready-made scrapers, and their Amazon Scraper Actor is a community favorite.

This solution is designed specifically for Amazon and can be launched without coding—just select parameters like keywords, categories, or product ASINs, and it will return neatly structured JSON or CSV.

The Amazon Scraper by Apify allows you to:

  • Scrape product details, pricing, ASIN, reviews, and more
  • Set crawling depth, delays, and filters
  • Run from the browser or schedule regular scrapes via Apify Console
  • Export directly to Dropbox, Google Drive, or API endpoints

It’s perfect for entrepreneurs, affiliate marketers, or eCommerce analysts who need ready-to-run scrapers without spinning up infrastructure. The scalability, reliability, and documentation make it beginner-friendly but still powerful enough for professional use.

Apify also provides integrations with popular tools like Airtable, Zapier, and Data Studio, making it a great choice for automation enthusiasts.

5. DataForSEO

DataForSEO offers a broad spectrum of scraping APIs, but its Amazon Product Data API is designed for deep commercial insights. It caters to keyword research platforms, pricing tools, and affiliate marketers needing real-time and historical Amazon data at scale.

This API provides access to:

  • Organic and sponsored product listings
  • Buy Box data and ASIN performance metrics
  • Product categories, attributes, and seller info
  • Best Seller rankings across multiple regions

DataForSEO offers flexible pricing, granular filters, and a responsive support team. It’s best for businesses building products or dashboards around Amazon data and who need large volumes of clean, normalized results.

Developers love their:

  • Rich documentation
  • Fast response time (under 2 seconds in most cases)
  • Sandbox environment for testing queries

Their RESTful API is well-structured and ideal for both one-time crawls and continuous data feeds.

How To Choose The Right Amazon Scraper API

How To Choose The Right Amazon Scraper API

When picking the right scraper for Amazon, consider:

FeatureOxylabsWebshareDecodo
Best ForLarge enterpriseGrowing businessesStartups & marketers
ScalabilityHighMediumHigh
Ease of UseMediumHighHigh
CostPremiumAffordableModerate
SupportEnterprise SLAEmail & Docs24/7 Chat
Geo-targetingYesLimitedYes
Data AccuracyVery HighHighVery High
Output FormatJSONJSONJSON/CSV

Use Cases For Amazon Scraper APIs

1. Price Monitoring

Track competitor pricing to adjust your own dynamically. With real-time scraping, you can monitor flash sales, deals, and pricing trends on Amazon products that you also sell.

2. Market Intelligence & Product Research

Before launching a product, scrape product listings and reviews to understand customer pain points, ideal pricing, and which ASINs dominate.

3. Brand Monitoring & MAP Enforcement

Scrape seller listings to detect unauthorized resellers or ensure they’re not violating your Minimum Advertised Price policies.

4. Review Analysis

Mine Amazon reviews for sentiment analysis, feature requests, or product flaws.

5. Affiliate Marketing & Aggregation Sites

Run niche sites or marketplaces with real-time Amazon content synced through a scraper API.

Challenges Of Scraping Amazon

Scraping Amazon manually is difficult due to:

  • IP Bans & Throttling
  • JavaScript-heavy content
  • Dynamic HTML structures
  • Frequent Captchas
  • Geo-targeted content (e.g., prices vary by region)
  • Legal & ethical compliance concerns

A professional-grade scraper API solves these issues using proxy rotation, headless browsers, and machine-learning-based content parsing.

FAQs About Amazon Scraper APIs

FAQs About Amazon Scraper APIs

Is scraping Amazon legal?

Scraping Amazon is legal when done responsibly and in accordance with applicable data protection and intellectual property laws. The key distinction lies in how the data is accessed and used. Publicly available information, such as product names, prices, and reviews, can typically be scraped if you’re not violating Amazon’s terms of service or misusing copyrighted content.

However, it’s essential to use scraper APIs that are built with compliance in mind. Oxylabs, Webshare, and Decodo all incorporate ethical scraping principles—such as honoring robots.txt rules, rotating IPs to reduce server strain, and ensuring data privacy—to minimize legal risks. Businesses should also consider consulting legal counsel when using scraped data for commercial purposes.

Do I need proxies to scrape Amazon?

Technically, yes—Amazon employs aggressive anti-bot mechanisms like IP blocking, rate-limiting, and CAPTCHA challenges. However, if you’re using a fully managed scraper API, you don’t have to worry about handling proxies yourself. These services manage the entire infrastructure for you.

All three of our featured providers—Oxylabs, Webshare, and Decodo—come with built-in rotating proxy networks (residential, datacenter, or mobile). This ensures that every request originates from a unique IP address, making your scraping activities more anonymous, efficient, and undetectable.

What programming languages can I use?

Most Amazon Scraper APIs follow the RESTful architecture, which means they can be accessed via HTTP requests using virtually any programming language.

Whether you’re a data scientist using Python, a web developer working with Node.js or JavaScript, a backend engineer using Java or PHP, or someone comfortable with C#, you can easily integrate these APIs into your applications.

Each provider offers developer-friendly documentation, sample scripts, and SDKs to simplify the implementation process. Some even support low-code or no-code tools like Zapier, Postman, or Make.com for non-developers.

How fast are the results returned?

Speed is crucial when you’re scraping large volumes of data or running real-time analyses. Typically, Amazon Scraper APIs return results within 2 to 10 seconds per request, depending on a few factors:

  • Page complexity (e.g., a product page vs. a search results page)
  • Region of the Amazon store (e.g., Amazon US vs. Amazon India)
  • Type of proxy used (residential proxies may be slightly slower than datacenter ones)
  • Current load on the server

Oxylabs is known for its enterprise-grade infrastructure that ensures low latency, even at scale. Webshare focuses on high-speed responses for developers and small businesses. Decodo offers AI-enhanced parsing that makes scraping fast and accurate, even when Amazon modifies its structure.

Can Amazon ban me for scraping?

Yes, Amazon can ban or restrict access if it detects scraping activities that violate its terms of service or put undue strain on its servers. This typically happens when scraping is done too aggressively, without IP rotation, or without respecting rate limits and access controls.

However, using professionally managed scraper APIs like those from Oxylabs, Webshare, and Decodo greatly reduces this risk. These platforms are designed to mimic human-like behavior, handle IP rotation automatically, and bypass rate limits, which protects your identity and reduces the chances of being blocked.

What happens if a page returns a CAPTCHA?

CAPTCHAs are Amazon’s way of confirming that a user is human. If you’re scraping manually or using simple scripts without proxy rotation or CAPTCHA-solving mechanisms, you’ll likely encounter frequent interruptions.

But with robust scraper APIs like Decodo, Webshare, and Oxylabs, this issue is automatically handled behind the scenes. These APIs integrate advanced CAPTCHA-solving technologies (such as AI-based solvers or third-party CAPTCHA bypass services), allowing you to scrape data continuously without interruptions—even from pages protected by Cloudflare or other bot-detection tools.

How can I scrape Amazon without getting blocked?

To scrape Amazon reliably and safely, follow these best practices:

  1. Use a Managed Scraper API – Tools like Oxylabs, Webshare, and Decodo handle everything from proxy rotation to anti-bot detection for you.
  2. Avoid Sending Too Many Requests Per Second – Rate limiting is key. These APIs already throttle requests to avoid suspicion.
  3. Rotate User Agents – Amazon tracks device/browser fingerprints. These APIs simulate multiple browser types to stay undetected.
  4. Respect Robots.txt Guidelines – Ethical scraping includes respecting public access rules.
  5. Use Residential or Mobile Proxies – These are harder to detect and block. All three APIs include them.
  6. Retry Failed Requests with Smart Logic – Each provider includes retry mechanisms for failed requests to maintain consistency.

If you’re not a developer, you don’t have to worry about these technicalities—just plug in one of these scraper APIs, and the hard work is done for you.

Final Thoughts

The Amazon marketplace is vast, competitive, and constantly changing. Whether you’re tracking prices, analyzing competitors, or automating your affiliate platform, a high-quality Amazon Scraper API is indispensable.

In 2025, the best tools that stand out are Oxylabs, Webshare, and Decodo. Each offers a powerful suite tailored to specific business sizes and needs.

Choose wisely based on your scale, budget, and technical capacity—and let your data power your decisions.


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About the Author:

Owner at  | Website |  + posts

Daniel Segun is the Founder and CEO of SecureBlitz Cybersecurity Media, with a background in Computer Science and Digital Marketing. When not writing, he's probably busy designing graphics or developing websites.

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