How to Scrape Amazon Product Data Without Coding
Move Amazon product details into a spreadsheet by choosing an authorized data source first. Compare no-code tools with Amazon’s official routes and learn what to verify before exporting.
If you want product details in a spreadsheet, first decide which data you need and whether you are authorized to access and reuse it. A no-code scraper or browser extension can reduce setup work, but it does not expand your rights to collect, copy, or republish Amazon content. For seller account data, use the permissioned Selling Partner API (SP-API); for ad reports, use the Amazon Ads API; for affiliate product discovery, check the current Creators API requirements. For public catalog research, verify the terms that apply to your account, marketplace, and intended use before using a visual extraction tool.
1. Define the data and intended use
Write down the fields you need, where they will go, and who will use them. “Amazon product data” can mean several different things:
- Public catalog details: titles, prices, images, descriptions, or reviews visible on product pages.
- Your seller or vendor business data: listings, inventory, orders, shipments, payments, or reports tied to an authorized selling account.
- Advertising data: campaign performance and reporting for an advertiser account.
- Affiliate product information: catalog data used as part of an Associates publishing workflow.
- Research data: information collected for a defined research purpose, potentially subject to a specific access process.
Then answer these questions:
- Do you own the account involved, or has its owner explicitly authorized you?
- Is the data public catalog information, account data, ad reporting, or affiliate content?
- Will you use it privately, share it internally, publish it, advertise products, or provide it to another merchant?
- Which Amazon marketplace and country are involved?
- How often must the data refresh, and what fields are essential?
These answers determine which route to investigate. There is no single Amazon API for every purpose.
2. Choose the route that matches your relationship to the data
| Need | Route to investigate | Access and scope | Before you proceed |
|---|---|---|---|
| Your seller or vendor operations and business data | Selling Partner API (SP-API) | REST APIs for authorized selling partners and their applications; examples include orders, shipments, payments, inventory, listings, and reporting. | Check onboarding, required roles, application type, marketplace, and data protection requirements. A Professional selling account is required for a private seller application developer profile. |
| Advertising campaigns and reports | Amazon Ads API | Advertising management and reporting for advertisers and approved integrations; it is not a general product-page data API. | Check current application and approval requirements, advertiser authorization, available reports, and integrated third-party options. |
| Product discovery for an Associates publishing workflow | Creators API | Successor route referenced by Amazon’s legacy PA-API documentation for catalog access in the Associates context. | Verify current Associates eligibility, marketplace registration, product-content terms, available operations, and permitted display or reuse. Creators API registration currently requires a fully accepted Associates account. |
| Publicly available EU Store data for qualifying DSA research | Amazon’s DSA researcher access information | A limited route described for qualifying researchers studying specified systemic risks under the DSA. | Confirm that the research purpose and researcher eligibility fit the current program. This is not a general commercial scraping permission. |
| Selected public product-page fields for a spreadsheet | A visual/no-code extraction tool, only after review | Tool support varies. The research available for this article did not verify a particular vendor’s Amazon coverage, terms, fields, limits, or price. | Check the tool’s current terms and capabilities, and separately check the Amazon terms that apply to your account and intended use. |
Amazon says SP-API is for selling partners’ programmatic access to business data. Its registration guide distinguishes private applications from public applications and describes developer registration and authorization. That makes SP-API a seller or vendor workflow, not a general public-catalog scraping workaround. See the official SP-API registration overview and onboarding guide.
The Amazon Ads API concerns advertising management and reporting. Use it when the required information is campaign data for an authorized advertiser, not when the task is to extract arbitrary product pages. Consult Amazon’s Ads API documentation for current access details.
Amazon’s legacy PA-API documentation points readers to Creators API. Current Creators API registration guidance says applicants need an Amazon Associates account that has been reviewed and fully accepted; availability is tied to the marketplace where the Associate is registered. Review the live registration requirements and PA-API deprecation notice before building around it.
3. Check terms before using a visual scraper
A point-and-click interface changes how you configure a browser task. It does not determine whether the collection or subsequent use is permitted. Review the relevant account agreement, program policy, marketplace rules, and any applicable law for your own situation; this article is not a universal legal ruling.
For example, Amazon Business Accounts Terms and Conditions state that data mining or similar extraction tools may not be used “in connection with Amazon Business,” and address copying Amazon Business information without consent or for another merchant’s benefit. That clause is scoped to Amazon Business; do not treat it as a statement about every possible Amazon data use. Read the current Amazon Business terms.
Separately, Amazon’s Associates program grants a limited license for program content and APIs under its terms, and its policy materials restrict data mining in connection with that program license. If you publish affiliate content, check the current Associates Program Operating Agreement and incorporated policies. Access to an API does not automatically grant unrestricted rights to store, display, or redistribute its output.
For research, Amazon describes a narrow EU route for qualifying researchers and a specified DSA systemic-risk purpose. Do not assume that qualification applies to ordinary product research or commercial collection.
4. A no-code workflow for an authorized spreadsheet task
If your review confirms a visual extraction workflow is appropriate for your use, follow these steps. The interface labels differ by tool, so treat these as workflow stages rather than instructions for a specific unverified vendor.
- Choose a small, representative sample. Select a few pages that you are allowed to access and use. Check that the sample reflects the product types and page variations you expect.
- Identify stable fields. Pick only what your task needs, such as product identifier, title, displayed price, availability, or page URL. Avoid collecting extra content simply because a tool can select it.
- Configure field selection visually. Use the tool’s point-and-click selector or template builder to select the field on the sample page. Check several pages to see whether the same selection consistently targets the intended value.
- Set a conservative run scope. Limit the number of pages and the refresh frequency to what your authorized task requires. Do not attempt to defeat CAPTCHAs, access controls, or other restrictions.
- Preview before export. Inspect a few output rows against their source pages. Look for missing fields, duplicate products, variant mismatches, currency differences, and values that include labels or promotional text.
- Export and document context. Export to CSV or the spreadsheet format offered by the tool. Keep the marketplace, collection date, source URL, and any needed attribution or license notes alongside the data.
- Refresh deliberately. Recheck the terms and tool behavior before recurring collection. Product pages and tool support can change; do not assume yesterday’s selectors or permissions still apply.
Make the spreadsheet usable
- Keep product identifiers and URLs in separate columns so rows can be checked later.
- Store price as a number only after recording the displayed currency and any relevant unit or offer context.
- Distinguish a missing value from a value that is zero, unavailable, or not applicable.
- Preserve the collection timestamp if values may change over time.
- Use a small test export to confirm encoding, delimiters, decimal separators, and date formats before a larger run.
5. How to evaluate a no-code tool
The available research does not establish any named scraper as approved for Amazon or verify any vendor’s current capabilities. Verify the product directly before signing up or uploading account information. Compare candidates on these points:
- Data scope: Does it support the exact pages and fields you need? Does it distinguish variations, offers, or marketplaces?
- Authorization and terms: What do the tool’s terms say about automated access and collected content? What Amazon terms govern your account and use?
- Output: Can it export the required CSV or spreadsheet format? Can you retain source URLs and timestamps?
- Refresh: Can you schedule the cadence your workflow needs, and does that cadence fit the applicable terms?
- Failures: How does it report missing pages, changed layouts, blocked access, or partial exports? Does it ask users to bypass restrictions?
- Privacy and security: Does setup require Amazon credentials, cookies, or account access? Review how those are stored and who can access them.
- Cost and limits: Confirm current price, task or row caps, concurrency, export limits, and charges for failed runs directly with the vendor.
- Support: Check when the Amazon-specific workflow was last maintained and how the vendor handles page changes.
A vendor’s marketing claim that a tool “works with Amazon” does not establish permission, supported fields, or allowed reuse. If no tool can demonstrate the fields and terms your task requires, use the applicable official access route or request permission.
6. Official API routes: what they do and what setup involves
SP-API for seller and vendor data
SP-API is the route to investigate when you need data from your own seller or vendor operation, or data from a selling partner who has authorized your application. It requires developer registration, an application, authorization, roles appropriate to operations, and API authentication. Amazon’s onboarding guide describes these stages and notes that a private seller application developer profile requires a Professional selling account. This is a developer integration, not a no-code public product catalog export.
For a one-off spreadsheet, first check whether an existing authorized seller workflow or report already provides the needed fields. If you build an integration, use Amazon’s current onboarding instructions, role mappings, API reference, and security guidance. Do not copy generic API snippets from outdated tutorials: signing, tokens, roles, marketplace endpoints, and operation-specific requirements matter.
Amazon Ads API for campaign data
Choose the Ads API when the data question concerns advertising campaigns, measurement, or reports for an advertiser account. Amazon describes API application and approval, and notes that advertisers using third-party integrated tools do not need to request API access themselves. Confirm current access and report coverage in the official Ads API documentation. It does not provide general product-page scraping.
Creators API for eligible Associates publishing
Creators API is the current product-catalog route to evaluate for an eligible Associates publishing workflow. It is not a universal scraper: current guidance requires a fully accepted Associates account, and the marketplace must match the Associate registration. Review the API’s operations, resource selection, license, and program terms for your intended display. Amazon’s documentation includes SDK and cURL guidance. Legacy PA-API users should follow Amazon’s migration information rather than assuming older examples still work.
7. Troubleshooting common problems
| Problem | Likely cause | What to do |
|---|---|---|
| Tool export has blank or inconsistent columns | The selected field was not stable across pages, the page layout varied, or the value loaded differently. | Recheck a small sample across product types; narrow the fields; use the tool’s documented failure reporting; stop if the workflow depends on bypassing a restriction. |
| Rows contain the wrong product or variation | A selector matched a parent listing or a nearby variant instead of the intended item. | Include the product identifier and source URL, compare sample rows manually, and define how variations should be treated before another run. |
| Currency or price values cannot be compared | Marketplace, currency, offer, unit size, or collection time differs. | Keep marketplace and currency columns, record timestamps, and compare like-for-like offers. Do not treat a displayed price as permanently current. |
| Access is blocked or a CAPTCHA appears | The site is challenging or restricting the request. | Do not bypass the challenge. Stop the run and use an authorized route or seek permission appropriate to the task. |
| SP-API request returns 403 | The application may lack seller authorization, the required role, or permission for the operation. | Check application registration, seller authorization, role mappings, and the operation’s current requirements in Amazon’s documentation. |
| Creators API returns access denied | The account may not meet Associates eligibility, may be registered for another marketplace, or may lack valid authorization. | Check the current registration criteria and error guide, confirm the Associate marketplace and partner tag, and verify the requested resources. |
| Legacy PA-API request returns 403 AccessDenied | The call may still target the deprecated PA-API. | Follow Amazon’s current PA-API migration guide to Creators API and update credentials, endpoints, and request format. |
| Creators API reports throttling | Requests exceed the throughput allocated to the application or partner tag. | Reduce request frequency, use appropriate batching where available, and follow current rate limits and SDK guidance. |
| Affiliate information is missing from a response | The request may not include the needed resource, marketplace, or valid partner tag. | Compare requested resources with the operation reference, verify locale and partner tag, and test a known item as Amazon recommends. |
8. Performance, reliability, and cost
Performance
No verified benchmark is available here for any third-party no-code scraper, so do not plan around a claimed speed or coverage figure without checking the vendor’s current documentation. For a spreadsheet task, begin with the smallest useful sample, select only required fields, and avoid unnecessary refreshes. Official APIs have operation-specific rate limits and response shapes; follow their current documentation and retry guidance.
Reliability
Product pages, data availability, and extraction selectors can change. Treat a no-code export as a dataset that needs validation: preserve source URLs and timestamps, review failures and duplicates, and spot-check values before using them in decisions or publishing. For API workflows, handle authorization expiry, throttling, missing resources, and marketplace differences according to the current API docs.
Cost
Prices and limits for no-code vendors were not verified for this article. Check current subscription fees, run caps, export caps, and failed-task billing directly with the vendor. Amazon API access eligibility and applicable fees can differ by API and use case; consult the relevant official program and API documentation. Include maintenance time, data validation, and the cost of obtaining permission in your comparison.
9. Or skip the browser setup
ScreenshotNeo is a website screenshot API and MCP server by Yorker Media. It captures a URL as an image or PDF; it is useful when your task is to capture a visual record of a page, not to extract structured Amazon catalog data or grant permission to collect it. A screenshot is not a substitute for an authorized data source.
For a visual capture of a page you are authorized to access, make one GET request. See the ScreenshotNeo API documentation.
curl -G "https://api.screenshotneo.com/v1/shot" \
-d access_key=YOUR_API_KEY \
--data-urlencode url=https://stripe.com \
-o shot.webp
import requests
r = requests.get(
"https://api.screenshotneo.com/v1/shot",
params={"access_key": "YOUR_API_KEY", "url": "https://stripe.com"},
timeout=90,
)
r.raise_for_status()
open("shot.webp", "wb").write(r.content)
const q = new URLSearchParams({
access_key: 'YOUR_API_KEY',
url: 'https://stripe.com'
});
const res = await fetch(`https://api.screenshotneo.com/v1/shot?${q}`);
if (!res.ok) throw new Error(`Screenshot request failed: ${res.status}`);
const fs = await import('node:fs/promises');
await fs.writeFile('shot.webp', Buffer.from(await res.arrayBuffer()));
ScreenshotNeo removes cookie banners, newsletter popups, and chat widgets before capture. Bot checks, blank pages, and failed loads are never billed. Its MCP server lets AI agents take screenshots. The free plan includes 1,000 screenshots a month with no card; paid plans start at $5 for 3,000. See ScreenshotNeo and the documentation. Sign up for 1,000 free screenshots a month, with no card.
10. Decision checklist
- Public product research: Identify the exact fields and reuse; check applicable terms before using any extraction tool.
- Your seller or vendor data: Investigate SP-API or an authorized seller workflow, with the required account, roles, and authorization.
- Ad campaign reporting: Use the Ads API or an authorized integrated tool for the advertiser account.
- Affiliate product content: Check current Creators API eligibility, marketplace registration, and program license terms.
- Qualifying EU DSA research: Verify the narrow researcher route and its stated purpose.
- Any no-code tool: Verify current support, export, refresh, security, price, failure handling, and terms with the vendor.
- Before relying on the spreadsheet: Keep provenance and timestamps, spot-check rows, and plan how to handle changed or missing data.
FAQ
Can I scrape Amazon product data without coding?
Some visual tools let users configure browser-based extraction without writing code. Whether you may collect and reuse the specific data depends on applicable terms, authorization, and intended use; the interface does not change those conditions.
How do I export Amazon product listings to Excel?
For authorized seller data, look for a suitable seller report or SP-API workflow. For other product-page data, first confirm the applicable access and reuse terms, then check that a chosen tool supports the fields and spreadsheet format you need.
Is Amazon scraping allowed?
There is no one-size-fits-all answer established by this guide. Rules can depend on the Amazon service or program, your account, marketplace, authorization, jurisdiction, and intended use. Review the current terms that apply to your specific activity.
Can a screenshot API create a product-data spreadsheet?
A screenshot API returns a visual capture, not structured product fields. Use an authorized structured data source when you need rows and columns; ScreenshotNeo is for authorized visual page captures.


