In today’s fast-paced e-commerce world, staying competitive means having access to real-time data. The Amazon Scraping API is a key tool for extracting key insights directly from Amazon. Here’s why scraping Amazon is crucial for businesses:
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Track Pricing Trends: Understand your competitors’ pricing and adjust your strategy.
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Monitor inventory levels: Stay up to date on product availability and inventory fluctuations.
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Analyze customer feedback: Use product reviews to enhance your products and customer experience.
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Gain market intelligence: Identify emerging products and market trends to stay ahead of the curve.
According to a recent Statista report, more than 55% of online shoppers begin their purchasing journey on Amazon, making it critical for businesses to collect and act on this data. Using the Amazon Crawl API, you can access this wealth of information to optimize pricing, improve your listings, and make data-driven decisions that give you a competitive advantage in a crowded marketplace.
Practical use cases for Amazon scraping data
Through the Amazon crawl API, enterprises can efficiently collect and analyze large amounts of Amazon data, unlock key insights, and drive smarter decisions. According to a Gartner report, data-driven companies are five times more likely to make faster, better decisions, which is especially important for businesses looking to expand.
Here are some practical use cases for Amazon scraping and how each can directly benefit you:
- Competitive Pricing Analysis
By scraping Amazon’s product pages for pricing information, businesses can instantly gain a comprehensive understanding of their competitors’ prices. This allows you to quickly adjust your pricing strategy, stay competitive, and even implement dynamic pricing to maximize profitability.
- Market trend forecast
Amazon has a massive catalog, and identifying emerging market trends can be challenging. By scraping product categories and bestseller lists, businesses can find high-demand products early on. This can help you anticipate changes in consumer preferences, customize inventory based on market demand, and gain a competitive advantage by capitalizing on trends before others do.
- Product research and improvement
Customer reviews on Amazon provide a gold mine of feedback. Scraping product pages for reviews can reveal insights into consumer pain points and product weaknesses. By analyzing this feedback, you can optimize your products, ensure your products meet customer expectations, and improve your market positioning.
- Inventory management
By tracking the product inventory of each seller, the Amazon scraping API can help you understand inventory levels. This can alert you to inventory shortages or excess inventory, allowing you to adjust your supply chain operations accordingly and avoid missed sales opportunities or excessive inventory costs.
- Keyword research for SEO and advertising
Scraping Amazon data can also provide valuable insights for keyword research. By analyzing popular product search terms, brands can optimize their Amazon listings to make them more discoverable by potential customers. This is crucial to improving your organic rankings and running more effective Amazon PPC ads.
By leveraging these use cases, businesses can make data-driven decisions that improve customer satisfaction, increase operational efficiency, and ultimately drive sales. With the Amazon Scraping API, you can unleash the power of your data, allowing you to stay ahead in the competitive e-commerce market.
⚡You may also want: How to scrape Shopee data: step-by-step guide
How to crawl Amazon keyword search results
Crawling Amazon’s keyword search results is an effective way to increase product awareness and optimize your listings. By collecting data from Amazon search results, you can gain important insights into trending keywords, search volume, and competitor strategies. In this part, we’ll show you how to crawl Amazon keywords using a Python-based approach and the Amazon Crawl API, allowing you to extract valuable search data to improve your SEO strategy.
As we all know, you can directly enter the corresponding keyword in Amazon’s Amazon search box to obtain the product page data corresponding to the keyword. Details are as follows:
Enter the corresponding keywords to obtain page information
As shown in the picture above, when you enter the keyword “iphone”, the default homepage of iphone product information will be searched. Using Scraperless, we will give you detailed information about the products on the corresponding page. The specific steps are as follows:
Step 1. After logging in to Scrapeless, the system will automatically generate the corresponding ApiKey for you. You can click API Key Management > View API Key.
View API key
Step 2. Click Scraping API>select Amazon to enter the Amazon scraping page.
Amazon crawl API
Step 3. Select the URL corresponding to the crawled page.
example: https://www.amazon.com/s?k=iphone&page=3
In the URL above, replace “iphone” with the keyword you want to search for, and replace “3” with the page number you want to query. Of course, page numbers are not required. If not available, we will default to querying the first page.
Step 4: In Scraperless, we will generate the corresponding API interface code, enter the corresponding keywords, then click to start crawling, and execute the code to directly obtain the data of the corresponding page.
Click to start crawling
Partially intercepted data returned by Scrapeless:
"url": "https://www.amazon.com/s?k=iphone&page=2",
"currentPage": "2",
"totalPage": 20,
"keyword": "iphone",
"result": {
"paid": [
{
"pos": 3,
"url": "https://www.amazon.com/dp/B0D9TCKQWQ",
"asin": "B0D9TCKQWQ",
"price": "$17.99",
"title": "SponsoredSponsored You’re seeing this ad based on the product’s relevance to your search query.Leave ad feedback [2-Pack ] LAXYA USB C Wall Charger, 40W Fast USB C Charger Block, 4-Port PD Power Adapter + QC Wall Plug Multiport Type C Charging Block Cube Compatible with iPhone16/15/14/13 Pro XS/XR,iPad Samsung",
"rating": "4.6 out of 5 stars",
"is_prime": false,
"url_image": "/sspa/click?ie=UTF8\u0026spc=MToxMzQyMjk1MDM3NDIyMzYxOjE3MzQ5MTY5MDI6c3BfYXRmX25leHQ6MzAwNDg5NTUwNzAxOTAyOjowOjo\u0026url=%2FLAXYA-Multiport-Charging-Compatible-iPhone16%2Fdp%2FB0D9TCKQWQ%2Fref%3Dsr_1_17_sspa%3Fdib%3DeyJ2IjoiMSJ9.U8G5xDCuSHnEM5drfNuNIktTzoJ7BKeGrovtVewZhsYHIFNoPSR-0VGxOz7x8cwPjPm04v8FcoFigvIu44dyt7Nu9NlhJW6q3Q0yM7Xpchem9XFeUXXMsQwKJD_HO-ojfHIoXuDdVVm-HwCgt6ZY7-Y8Irrr3HiOIurTpuyGPyFJSwWlP-wlyrb9o7jYUIi1lTa5rMbPoTYkGukPeNY3kUgK7bNn2TbowMLCYz5Jd1I.NUb-Pc6yqmRBvhXb5EPEV-MLu0SoP6HwLfcR7i8uaqc%26dib_tag%3Dse%26keywords%3Diphone%26qid%3D1734916902%26sr%3D8-17-spons%26sp_csd%3Dd2lkZ2V0TmFtZT1zcF9hdGZfbmV4dA%26psc%3D1",
"best_seller": false,
"price_upper": "$17.99",
"is_sponsored": true,
"manufacturer": "",
"pricing_count": 1,
"reviews_count": 13,
"price_strikethrough": "",
"shipping_information": "FREE delivery Mon, Dec 30 on $35.00 of items shipped by Amazon"
}
],
"organic": [
{
"pos": 6,
"url": "https://www.amazon.com/dp/B0BGQS8YV4",
"asin": "B0BGQS8YV4",
"price": "$397.00",
"title": "Apple iPhone 13, 128GB, Pink - Unlocked (Renewed Premium)",
"rating": "4.3 out of 5 stars",
"is_prime": false,
"url_image": "/iPhone-13-128GB-Pink-Unlocked/dp/B0BGQS8YV4/ref=sr_1_19?dib=eyJ2IjoiMSJ9.U8G5xDCuSHnEM5drfNuNIktTzoJ7BKeGrovtVewZhsYHIFNoPSR-0VGxOz7x8cwPjPm04v8FcoFigvIu44dyt7Nu9NlhJW6q3Q0yM7Xpchem9XFeUXXMsQwKJD_HO-ojfHIoXuDdVVm-HwCgt6ZY7-Y8Irrr3HiOIurTpuyGPyFJSwWlP-wlyrb9o7jYUIi1lTa5rMbPoTYkGukPeNY3kUgK7bNn2TbowMLCYz5Jd1I.NUb-Pc6yqmRBvhXb5EPEV-MLu0SoP6HwLfcR7i8uaqc\u0026dib_tag=se\u0026keywords=iphone\u0026qid=1734916902\u0026sr=8-19",
"best_seller": false,
"price_upper": "$397.00",
"is_sponsored": false,
"manufacturer": "",
"pricing_count": 1,
"reviews_count": 1548,
"price_strikethrough": "$459.00",
"shipping_information": "FREE delivery Fri, Jan 3Only 1 left in stock - order soon."
}
]
},
"totalResultsCount": 18
}
💡It is worth noting that in the data we returned, the paid in the results are products recommended by Amazon advertising sponsorship, while organic is the content recommended by Amazon’s normal algorithm.
How to scrape Amazon product data
Next, we’ll dive into how to scrape Amazon product data, another critical step in optimizing your ecommerce business.
The picture below shows the detailed page where we obtain product information:
How to scrape Amazon product data
Each product information returned by the keyword query mentioned in the previous section has a URL field, which is the URL corresponding to the specific product details.
If we want to get detailed information about the product, we can get the URL from the information returned by the keyword query. Of course, if you know the ASIN of the product you want to query, you can also define a selection URL.
How to scrape Amazon product data
Copy the corresponding URL to Amazon to get the corresponding product page:
Copy the corresponding URL to Amazon
Select the product in scraperless, and then fill in the URL returned by the keyword query to generate the corresponding code for obtaining product details.
Get product details
The final product details returned are as follows:
{
Copy
"title": "[2-Pack ] LAXYA USB C Wall Charger, 40W Fast USB C Charger Block, 4-Port PD Power Adapter + QC Wall Plug Multiport Type C Charging Block Cube Compatible with iPhone16/15/14/13 Pro XS/XR,iPad Samsung",
"seller_name": "Amazon",
"brand": "",
"description": "About this item 【2-Pack 4-ports Charging Block】This 40w Charging Block Multiport wall charger has 2 USB-C ports and 2 USB-A ports.It can fast charge you multiple devices at the same time, including cell phones, Iphone,tablets, mobile power and headphones and game consoles, etc.It minimizes waiting time and saves you a lot of space and making your desktop more tidy.close-match0 【High-Speed Charging】:This fast wall charging plug has a maximum output of 40W.And when you connect 4 devices,power will be distribued efficiently between ports to ensure you get the best charge to minimize waiting time.his charger meets the QC3.0 and PD fast charging protocols ITCharge your iPhone series models up to 3X faster than original 5W Charger 【Universal Compatibility】: This type c wall charger isalmost all electronic devices,,charging adapter for iPhone 16/16 Pro/15/15 Pro Max/14/13/12/11/SE3/XR/XS Max/X/8 Plus, iPad Air/Pro/Mini, AirPods Pro, Samsung Galaxy S24/S23/S23/ S21 Ultra, Tablet, PC Tablet, Google Nexus Tablet, and other digital devices. 【Compact and Portable】The compact design of this charger makes it easy to carry with you wherever you go, ensuring you always have power on the move. If you have any problems with the charger block, please feel to contact us. 【Safe & Reliable】: Built-in security features protect your devices from overcharging, overheating, and short-circuiting, providing a safe charging experience.Additionally, two pieces of heat dissipating silicone are added on both sides to ensure even heat dissipation during charging of the charger. close match \n › See more product details",
"initial_price": "",
"final_price": "$17.99",
"availability": "In Stock",
"reviews_count": "13",
"categories": [
"Cell Phones & Accessories",
"Accessories",
"Chargers & Power Adapters",
"Wall Chargers"
],
"asin": "B0D9TCKQWQ",
"buybox_seller": "Amazon",
"number_of_sellers": 1,
"root_bs_rank": "56,002",
"answered_questions": 0,
"domain": "https://www.amazon.com",
"images_count": 0,
"url": "https://www.amazon.com/dp/B0D9TCKQWQ",
"video_count": 1,
"image_url": "https://m.media-amazon.com/images/I/513m0czV0lL._AC_SL1500_.jpg",
"item_weight": "2.32 ounces",
"rating": "4.6",
"product_dimensions": "2.1 x 1.1 x 1.8 inches",
"seller_id": "ATVPDKIKX0DER",
"date_first_available": "July 21, 2024",
"discount": "",
"model_number": "CDF40W001",
"manufacturer": "Gu Mai Meng (Shenzhen) Business Co., Ltd",
"department": "Cell Phones & Accessories",
"plus_content": true,
"upc": "",
"video": true,
"top_review": "Works as it should!",
"variations": null,
"delivery": "FREE delivery Monday, December 30 on orders shipped by Amazon over $35",
"features": [
"【2-Pack 4-ports Charging Block】This 40w Charging Block Multiport wall charger has 2 USB-C ports and 2 USB-A ports.It can fast charge you multiple devices at the same time, including cell phones, Iphone,tablets, mobile power and headphones and game consoles, etc.It minimizes waiting time and saves you a lot of space and making your desktop more tidy.close-match0",
"【High-Speed Charging】:This fast wall charging plug has a maximum output of 40W.And when you connect 4 devices,power will be distribued efficiently between ports to ensure you get the best charge to minimize waiting time.his charger meets the QC3.0 and PD fast charging protocols ITCharge your iPhone series models up to 3X faster than original 5W Charger",
"【Universal Compatibility】: This type c wall charger isalmost all electronic devices,,charging adapter for iPhone 16/16 Pro/15/15 Pro Max/14/13/12/11/SE3/XR/XS Max/X/8 Plus, iPad Air/Pro/Mini, AirPods Pro, Samsung Galaxy S24/S23/S23/ S21 Ultra, Tablet, PC Tablet, Google Nexus Tablet, and other digital devices.",
"【Compact and Portable】The compact design of this charger makes it easy to carry with you wherever you go, ensuring you always have power on the move. If you have any problems with the charger block, please feel to contact us.",
"【Safe & Reliable】: Built-in security features protect your devices from overcharging, overheating, and short-circuiting, providing a safe charging experience.Additionally, two pieces of heat dissipating silicone are added on both sides to ensure even heat dissipation during charging of the charger. close match"
],
"format": "",
"buybox_prices": {
"discount": "",
"final_price": "$17.99",
"initial_price": "",
"unit_price": ""
},
"parent_asin": "B0D9TCKQWQ",
"input_asin": "B0D9TCKQWQ",
"ingredients": null,
"origin_url": "https://www.amazon.com",
"bought_past_month": "50+ bought in past month",
"is_available": true,
"root_bs_category": "Cell Phones & Accessories",
"bs_category": "Cell Phone Wall Chargers",
"bs_rank": "",
"badge": "",
"subcategory_rank": {
"subcategory_name": "Cell Phone Wall Chargers",
"subcategory_rank": ""
},
"amazon_choice": false,
"images": null,
"product_details": [
{
"type": "Product Dimensions",
"values": "2.1 x 1.1 x 1.8 inches"
},
{
"type": "Item Weight",
"values": "2.32 ounces"
},
{
"type": "ASIN",
"values": "B0D9TCKQWQ"
},
{
"type": "Item model number",
"values": "CDF40W001"
},
{
"type": "Customer Reviews",
"values": "4.6 out of 5 stars"
},
{
"type": "Best Sellers Rank",
"values": "#56,002 in Cell Phones & Accessories (See Top 100 in Cell Phones & Accessories)"
},
{
"type": "Date First Available",
"values": "July 21, 2024"
},
{
"type": "Manufacturer",
"values": "Gu Mai Meng (Shenzhen) Business Co., Ltd"
}
],
"prices_breakdown": {
"deal_type": "",
"list_price": "",
"typical_price": ""
},
"country_of_origin": "",
"from_the_brand": null,
"product_description": [
{
"type": "image",
"url": "https://images-na.ssl-images-amazon.com/images/G/01/x-locale/common/grey-pixel.gif"
},
{
"type": "image",
"url": "https://images-na.ssl-images-amazon.com/images/G/01/x-locale/common/grey-pixel.gif"
},
{
"type": "image",
"url": "https://images-na.ssl-images-amazon.com/images/G/01/x-locale/common/grey-pixel.gif"
},
{
"type": "image",
"url": "https://images-na.ssl-images-amazon.com/images/G/01/x-locale/common/grey-pixel.gif"
},
{
"type": "image",
"url": "https://images-na.ssl-images-amazon.com/images/G/01/x-locale/common/grey-pixel.gif"
},
{
"type": "image",
"url": "https://images-na.ssl-images-amazon.com/images/G/01/x-locale/common/grey-pixel.gif"
}
],
"seller_url": "https://www.amazon.com/gp/help/seller/at-a-glance.html/ref=dp_merchant_link?ie=UTF8&seller=A3HORIVEY1JJ14&asin=B0D9TCKQWQ&ref_=dp_merchant_link&isAmazonFulfilled=1",
"customer_says": "",
"sustainability_features": null,
"climate_pledge_friendly": false,
"videos": [
"https://www.amazon.com/vdp/046fe17b6de24513b2c5dc2df4606933"
],
"other_sellers_prices": null,
"downloadable_videos": [
"https://m.media-amazon.com/images/S/vse-vms-transcoding-artifact-us-east-1-prod/de0f6426-b5bf-4a69-bb48-79c033a7aed5/default.jobtemplate.hls.m3u8"
]
}
🔔 Are you troubled by how to quickly and accurately obtain Amazon product information, seller information, and search data? Through the Scrapeless Amazon Scraping API, you can easily crawl a large amount of Amazon data to help you conduct market analysis, competitor research, and price optimization.
How to grab Amazon seller information
According to the data returned by the product details above, you can find the seller_url field, which is the merchant field corresponding to the product. You can directly access the detailed information of the corresponding merchant through seller_url.
Of course, if you know the seller ID, you can also create the URL yourself, as follows:
example: https://www.amazon.com/sp?seller=AESX3141EPI7X
Just change “AESX3141EPI7X” to the seller ID you want to access.
How to grab Amazon seller information
In the Scraperless Amazon crawling API, we can also replace Url and Action to obtain the seller’s detailed information.
How to grab Amazon seller information
The following seller details are returned by the Scrapeless Amazon Scraping API:
{
Copy
"url": "https://www.amazon.com/gp/help/seller/at-a-glance.html/ref=dp_merchant_link?ie=UTF8\u0026seller=AESX3141EPI7X\u0026asin=B0BGQS8YV4\u0026ref_=dp_merchant_link",
"seller_id": "AESX3141EPI7X",
"seller_name": "XXX",
"description": "About Seller XXX Supply is proud to offer you the best quality products with the best quality service. Customer satisfaction is our number #1 priority! If you have any questions or concerns about your order, please don't hesitate to contact us at: 1-844-637-14XX Our customer service hours are Monday thru Friday, 10 AM - 5 PM Eastern Time. Looking forward to hearing from you!",
"detailed_info": [
{
"title": "Business Name:",
"value": "ADN GLOBAL LLC"
},
{
"title": "Business Address:",
"value": "502 Jersey Ave,STE A,NEW BRUNSWICK,NJ,08901,US"
}
],
"feedbacks": [
{
"starts": "5 out of 5 stars",
"text": "Very nice \u0026 the price is right!",
"date": "By Rich D on December 22, 2024."
},
{
"starts": "1 out of 5 stars",
"text": "this is the worst reseller I ever had on Amazon, I received the package only with the charger worth $9 \u0026 did not include the watch that I paid over $200. I have...\n this is the worst reseller I ever had on Amazon, I received the package only with the charger worth $9 \u0026 did not include the watch that I paid over $200. I have still not received my refund!!!!!",
"date": "By Dr. Phil on December 22, 2024."
},
{
"starts": "5 out of 5 stars",
"text": "The watch arrived in perfect shape.",
"date": "By Phindog on December 22, 2024."
},
{
"starts": "5 out of 5 stars",
"text": "The package arrived earlier than expected! Prompt and courteous.",
"date": "By Christine Jacobs on December 22, 2024."
},
{
"starts": "1 out of 5 stars",
"text": "Use caution buying from this seller. They botched my return and I lost $275 to this seller and they will not respond. Amazon will not help me. First time losing...\n Use caution buying from this seller. They botched my return and I lost $275 to this seller and they will not respond. Amazon will not help me. First time losing money on Amazon. BEWARE OF SELLER AND RETURN POLICY",
"date": "By Amazon Customer on December 22, 2024."
}
],
"stars": "4.5 out of 5 stars",
"return_policy": "To get information about the Return and Refund policies that may apply, please refer to Amazon’s Return and Refund policy.To initiate a return, visit Amazon's Online Return Center to request a return authorization from the seller. For any issues with your return, if the product was shipped by the seller, you can get help here.",
"shipping_policies": "Unless noted otherwise in the ordering pipeline, Kanga Supply ships all items within two days of receiving an order. You will receive notification of any delay or cancellation of your order.",
"privacy_security": "Amazon knows that you care how information about you is used and shared, and we appreciate your trust that we will do so carefully and sensibly. By visiting Amazon.com, you are accepting the practices described in Amazon.com's Privacy Policy . In addition, we want you to be aware that Amazon.com will provide Kanga Supply with information related to your transactions involving their products (including, for example, your name, address, products you purchase, and transaction amount), and that such information will be subject to Kanga Supply's Privacy Policy.",
"privacy_policy": "Kanga Supply values the privacy of your personal data. For more information see Amazon.com's Privacy Policy .",
"tax_info": "Sales tax is not separately calculated and collected in connection with items ordered from Kanga Supply through the Amazon.com Site unless explicitly indicated as such in the ordering process. Items ordered from Kanga Supply may be subject to tax in certain states, based on the state to which the order is shipped. If an item is subject to sales tax, in accordance with state tax laws, the tax is generally calculated on the total selling price of each individual item, including shipping and handling charges, gift-wrap charges and other service charges, less any applicable discounts. If tax is separately calculated and collected in connection with items ordered from Kanga Supply through the Amazon.com Site, the tax amounts that appear during the ordering process are estimated - the actual taxes that will be charged to your credit card will be calculated at the time your order is processed and will appear in your order confirmation notification.",
"help_content": "For questions about a charge that has been made to your credit card, please contact Amazon. Questions about how to place an order? Search Amazon Help.",
"products_link": "https://www.amazon.com/s?ie=UTF8\u0026marketplaceID=ATVPDKIKX0DER\u0026me=AESX3141EPI7X",
"business_name__DUPLICATE": "ADN GLOBAL LLC",
"business_address__DUPLICATE": "502 Jersey Ave,STE A,NEW BRUNSWICK,NJ,08901,US",
"rating_positive": "89% positive",
"brands": "",
"feedbacks_percentages": {
"star_1": "7%",
"star_2": "2%",
"star_3": "2%",
"star_4": "11%",
"star_5": "79%"
},
"rating_count_m12": "1,164",
"rating_count_m3": "279",
"rating_count_lifetime": "21,125",
"rating_count_m1": "129",
"country": "US",
"email": "",
"timestamp": "2024-12-23"
}
📢📢📢 Want to get customized data scraping solutions or exclusive discounts for your business? Join our Discord community and request a free trial!
FAQs for scraping Amazon data
- What are the legal issues with Amazon’s data collection?
When collecting Amazon data, legal issues focus on whether it violates Amazon’s terms of service. Generally speaking, public product information (such as title, description, price, etc.) is legal, but collecting private account information or sensitive information may raise privacy and copyright issues.
- How to effectively collect Amazon data?
Effective ways to collect Amazon data include using automated tools or scripts and following Amazon’s anti-crawling strategies, such as reducing request frequency, using IP proxy pools, and handling verification codes. In addition, ensuring the timeliness and completeness of collected data is also critical.
- What are the common technical challenges when collecting Amazon data?
Common technical challenges include Amazon’s anti-crawler mechanisms (such as IP restrictions and verification codes), the complexity of page structure, and the immediacy of data acquisition requirements. These factors may lead to reduced data collection efficiency and increased costs.
Conclusion: Master Amazon scraping responsibly
In this article, we introduce how to use Scrapeless Amazon Scraper and Python to crawl basic Amazon product information, seller information, and search trends. By leveraging this tool, businesses can gain instant insights on pricing, inventory, and reviews, helping to stay competitive in the e-commerce space.
Additionally, exploring scraping Google trends can provide valuable market insights, while using a web scraping proxy ensures that your scraping efforts remain smooth and efficient. With Scrapeless, you can make data-driven decisions and enhance your online strategy.
At Scrapeless, we only access publicly available data while strictly complying with applicable laws, regulations and website privacy policies. The content of this blog is for demonstration purposes only and does not involve any illegal or infringing behavior. We make no guarantees and assume no responsibility for the use of information on this blog or third-party links. Before engaging in any scraping activity, please consult with your legal counsel and review the target website’s terms of service or obtain the necessary permissions.