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Best Amazon Product Scraper 2023: Extract Product & Price Data from Amazon

Did you know that you can scrape Amazon product reviews, prices, descriptions, and even condition with Amazon product scrapers? This article provides you with the best Amazon product scrapers to scrape product data with ease.

In order to extract Amazon data, do you plan on becoming a programmer? If you answered yes to that question, then this section is crucial for you. Unlike other websites where you may practice your web scraping abilities, Amazon has a large and seasoned technical team that is far more knowledgeable than you are. For those who wish to extract data from Amazon on a large scale, they face a number of hurdles, including IP restrictions and Captchas, as well as an HTTP 200 success code that returns no useful data at all.

In contrast to other websites, scraping Amazon does not require a user account. Amazon’s anti-bot program, which is designed to prevent site scraping, can make up for this disadvantage. In the absence of a permanent cookie and session, Amazon has an AI-based anti-spam system that can detect and block you from scraping. When it comes to bots, it does an excellent job of identifying and preventing them. The IP bans Amazon imposes are permanent, unlike those at other sites, which may pause before restricting you. In fact, Amazon may be regarded to be lenient with its IP bans.

Scraping Amazon successfully necessitates the use of residential high-rotation proxies with regularly changing IP addresses. You also need to spoof multiple browser headers and rotate them to avoid following a trend. Keep a low profile and be aware of the legality of your actions while you are at it. For example, if you utilize the scraped data for a commercial purpose, you may be breaking the law. Set delays to prevent overloading their servers – even though they can manage it – and treat them with respect.

If you don’t know how to code, scraping Amazon is your best bet. They are updated more rapidly since they are maintained and supported by a team of highly qualified engineers. I have compiled a list of the best Amazon scrapers.

7 Best Amazon Product Scraping Tools in 2023

1. Bright Data (BrightData Amazon Collector) — Best for Anonymous Amazon Product Scraping

  • Price: Begins at 500 USD (for 151k page loads)
  • Data Format: Excel
  • Platform Supported: Web-Based

Data Collector makes it possible to scrape Amazon without any coding knowledge. Due to its clever design, Data Collector has emerged as one of the most effective Amazon scrapers since it is virtually impossible to detect or stop.

Data from Amazon may be retrieved at any time using the Data Collector because of this. Using Data Collector, you may extract product information, verify product prices, and even find new goods.

Unless you already have a custom collector from Bright Data, scraping reviews and ratings will not be an option for you. As compared to other scrapers, the tool is pricey. But you may rest confident that you’ll obtain the information you need every single time.

2. Apify (Apify Amazon Crawler) — Best Amazon Product Scraper for Scraping Amazon Product’s Prices, Reviews, and Descriptions

  • Price: Begins at 49 USD monthly
  • Data Format: JSON, RSS, HTML, XML, Excel, CSV
  • Platform Supported: Desk, Cloud

Use the Amazon Scraper to go beyond what the official Amazon API allows you to do. In addition to reviews and pricing, this ready-made scraping application can extract and download product photos, the name of the seller, and the condition of the goods.

A unique Amazon Standard Identification Number (ASIN) can also be used to obtain pricing quotes (ASIN). Even if you already know the ASIN URLs, you may still crawl them.

Additionally, you may use the Apify Amazon Scraper to conduct searches based on keywords and a certain country. With the Apify platform, you can anticipate rapid and trustworthy results, as well as experienced assistance for web scraping.

3. ProxyCrawl (Proxycrawl Amazon Scraper) — Best Amazon Product Scraper for Scraping Amazon Product Data with an API

  • Price: Begins at 29 USD monthly
  • Data Format: JSON
  • Free Option (First 1k request)
  • Platform Supported:

Proxycrawl, a supplier of all-inclusive scraping solutions, offers a wide choice of options for companies looking to collect data from the web. Amazon Scraper is a top Amazon scraper in addition to the Scraper API. With a single API query, you may obtain all of Amazon’s publicly accessible information about a certain product.

Amazon’s SERPs, such as bestsellers and rankings, may be retrieved with the Proxycrawl Amazon Scraper. This simple Amazon scraper returns data in the form of JSON objects.

4. Octoparse — Best Amazon Product Scraper with Ready-to-use Amazon Templates for Various Tasks

  • Price: Begins at 75 USD monthly
  • Free Option (14 days free trial)
  • Data Format: SQLServer, MySQL, JSON, Excel, CSV
  • Platform Supported: Desktop, Cloud

Octoparse, a web scraping tool hosted in the cloud, makes it easy to scrape Amazon for data. They also offer a desktop program that can be downloaded and installed. Because of its simplicity, Octoparse has quickly established itself as one of the greatest Amazon product scraping solutions available today. There are several Amazon templates available for different activities and for different Amazon sites.

You won’t have to start making up new duties now that you have this. Pattern recognition and comprehensive functionality are two of Octoparse’s strong suits. Octoparse’s lessons are one of the things you’ll enjoy about the service. For testing and smaller projects, it offers a free trial plan.

5. ParseHub — Best for Easy Extraction of Amazon Product Data

  • Price: Free (However, it has a paid version if you wish to enjoy some advanced features for 149 USD monthly)
  • Data Format: JSON, Excel
  • Platform Supported: Desktop, Cloud

When it comes to scraping the web, ParseHub is the go-to solution, as it can work with any type of website, be it an old HTML/CSS site or a more modern JavaScript one. This web scraper’s point-and-click interface makes it simple to tell the software what data you want it to collect from Amazon in terms of product information or user reviews. A single click is all that is needed to highlight all of the data points that have a common pattern.

6. ScrapeStorm — Best for Amazon Reviews and Listing Extraction

  • Price:99 USD monthly
  • Data Format: Google Sheets, MySQL, JSON, Excel, CSV, TXT
  • Platform Supported: Cloud, Desktop

Using a scraping tool like ScrapeStorm, you can easily extract data from Amazon, including user reviews, star ratings, product listings, and product details. There are numerous operating systems supported by ScrapeStorm, and a cloud-based solution for online scraping operations is excellent.

To find the data you want, all you have to say is “ScrapeStorm,” and the software will perform all the searching for you. There is a good chance that ScrapeStorm was built by an ex-Google crawler team.

7. Diffbot (Diffbot Automatic API) — Best for Easy Extraction of Amazon Product Data

  • Price: begins at 299 USD
  • Free Option: Available

The Diffbot Automatic API can be used to visit any e-commerce site, not only Amazon. To get extra information from news articles, photographs, and forum postings, you may use this tool. There is no need to establish site-specific criteria for their product collection API, which crawls web pages to find and clean structured product data.

Get it working on the website before signing up for an account! The Diffbot Automatic API makes Amazon online scraping simple and can even be linked into your own software.


Q. How do I use Beautiful Soup, Requests, and Python to Scrape Amazon?

Personally, I don’t want to pay excessive prices for ready-made Amazon scrapers in the market. Do you? That’s when it’s time to face the fact that you’ve got a lot on your plate. Some online scraping tutorials instruct you to verify the HTTP status returned to ensure that your queries were successful before scraping, despite the fact that Amazon can be clear when it wishes to deny you access to its publicly available data. Isn’t it possible to get an empty answer even if Amazon returns the 200 status code?

As they make modifications to their site structure and anti-bot system to break old scrapers, you also have to deal with the issue of constantly upgrading and updating your scraper to keep up with those changes. After a few pages of garbage, Amazon frequently applies captchas and IP bans. In order to protect yourself from Amazon’s behavioral analysis, you need to utilize residential proxies and Captcha solving services in addition to Requests and BeautifulSoup. Amazon can still detect you when you use JavaScript.

Your scraper’s development depends on the data you’re looking to extract. Use your browser’s network inspection feature to see what JavaScript requests are being made behind the scenes on a website that uses Ajax. In order to save time, I recommend using Selenium for this task. In order to prevent scraping, the customer review page has several layouts, and layouts might vary from page to page. Ajax is used in the review pages.

Requests and BeautifulSoup, on the other hand, may be used to create web pages that appear even if JavaScript is disabled. You must, however, ensure that the required headers, such as User-Agent, Accept, Accept-Encoding, and Accept-Language, are included in the responses you send using this method. It’s a red flag for Amazon if you don’t deliver the headers for the most common web browsers, such as Chrome or Firefox.

Q. How do I scrape Amazon Product Data?

Unlike your average site, Amazon is backed by a team of technical specialists with far more expertise than you do in the field of technology. IP bans and security measures are common issues when scraping websites, no matter how little or vast the scale of the operation. This is not how Amazon scraping works, in contrast to other websites where you need to sign in to extract data.

Web scraping is prevented by Amazon’s advanced anti-bot system. As a result, they’ll be able to readily recognize you and prevent you from scraping data from the website anymore. It performs a good job of distinguishing between bots and non-bots and blocks the latter immediately. Although some websites may pause before blocking a user, Amazon has a reputation for being extraordinarily lenient when it comes to IP bans. A banned IP is almost certain to remain so indefinitely.

IP rotation is an essential part of Amazon scraping. As a result, you must use residential proxies with a high degree of rotation in your network. Ensure that you aren’t developing a pattern so that you can locate and rotate distinct browser headers. You should also keep a low profile because web scraping might be lawful or criminal, depending on the purpose for which you want to utilize the data you extract.


The habit of scraping Amazon listings, product data, and user profiles and reviews is here to stay until Amazon releases a full API that makes web scraping a total waste of time. Insofar as Amazon’s business data is widely available, companies and individuals will find ways to extract and scrape it automatically.

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