Best Ecommerce Scraping APIs: October 2026 Benchmark
Scrapfly is the best web scraping API for ecommerce sites, with a 98% combined success rate across 6 web scraping APIs benchmarked against live ecommerce sites in October 2026. 4 of the 6 cleared above 90%.
An ecommerce scraper has one job: return the product page a shopper would see, with the price, stock and seller details intact. Amazon, Walmart and Etsy make that hard in different ways. Each runs a different anti-bot, and all three can answer a scraper with a block or challenge page that still returns a 200 status.
This page combines the three site benchmarks into one ranking, so you can see which web scraping APIs hold up across ecommerce sites rather than on just one. A provider that leads on one site can trail on another, so check each site's results before you commit. The benchmark is refreshed once a month, with no affiliate links and no sponsors.
Ranked by combined ecommerce success rate, best first:
- 🥇 Scrapfly: 98% success on ecommerce sites
- 🥈 ScraperAPI: 93% success on ecommerce sites
- 🥉 Firecrawl: 93% success on ecommerce sites
All 6 web scraping APIs for ecommerce, ranked
| # | Service | Success | Speed | Cost/1k |  |
|---|---|---|---|---|---|
|
1
🥇
|
98%
|
14.7s | $2.48 |
(237)
★ 4.9
|
|
|
2
🥈
|
93%
|
6.3s | $3.27 |
(62)
★ 4.6
|
|
|
3
🥉
|
93%
|
6.3s | $0.83 | n/a | |
|
4
|
91%
|
16.8s | $6.90 |
(103)
★ 4.8
|
|
|
5
|
85%
|
24.6s | $2.45 | n/a | |
|
6
|
75%
|
8.6s | $2.07 | n/a | |
| – | Not tested this month |
(137)
★ 4.9
|
|||
How to read this table
Each row averages a provider's results on Amazon, Walmart and Etsy, and every site counts the same. Success is the share of requests that returned the expected page content. Speed is the average response time of successful requests. Cost is what 1,000 successful requests cost on the provider's entry plan. A combined score smooths over the differences between sites, so a provider can rank well here and still trail on the one site you need. Check that site's page before you choose.
We benchmark self-serve web scraping APIs. The methodology explains which providers are included and which are not.
Results by site
| Target | 🥇 | 🥈 | 🥉 | Protected by | Pages tested |
|---|---|---|---|---|---|
| amazon.com |
Scrapingdog
|
ScraperAPI
|
Scrapfly
|
AWS WAF CAPTCHA | Product pages |
| walmart.com |
Scrapfly
|
ScraperAPI
|
Firecrawl
|
PerimeterX Akamai | Product pages |
| etsy.com |
Scrapfly
|
Firecrawl
|
ZenRows
|
DataDome | Product and other public pages |
How we benchmark web scraping APIs on ecommerce sites
Every API is tested against the same live URLs on each site at the same time. A request only counts as a success when the response contains the expected page content. A CAPTCHA, a challenge page or an empty shell counts as a failure whatever its status code. Speed covers successful requests only. Cost is measured per 1,000 successful requests on each provider's cheapest entry plan, and includes charges for failed requests where a provider bills for them. On Amazon and Walmart we test product pages; on Etsy, product and other public pages. We publish results once a month after validating the run and checking failures for configuration or detection errors. We pay for the plans ourselves. No affiliate links. No sponsors. Just data.
Latest data: Oct 01 to Nov 01, 2026.
- Amazon: up to 1,550 requests per API
- Walmart: up to 1,486 requests per API
- Etsy: up to 1,546 requests per API
Frequently asked questions about ecommerce scraping APIs
What is an ecommerce scraping API?
A web scraping API that fetches pages from online stores for you. It handles proxies, browser rendering and anti-bot challenges, so your code gets the product page instead of a block. Teams use one to track prices, stock and sellers on marketplaces such as Amazon, Walmart and Etsy.
How is the combined ranking calculated?
Each provider's success rate, speed and cost is the plain average of its results on Amazon, Walmart and Etsy. Every site counts the same. The site pages linked above show each result on its own.
Does the benchmark cover search and category pages?
Not on Amazon and Walmart, where we test product pages only. On Etsy we test product and other public pages. Search, category and deals pages can be rate limited more heavily than product pages, so results there may differ.
Which API is cheapest for ecommerce scraping?
Sort the table by cost per 1,000 successful requests, then read down to the first provider that still clears the sites you need. Sticker price is a poor guide: an API that fails often makes you pay for retries, and some providers also bill for failed requests.
Do I need a headless browser to scrape ecommerce sites?
Not always. Amazon and Etsy product pages are mostly server rendered, so a request with good proxies often returns the core fields. What usually forces a browser is an anti-bot challenge that has to run JavaScript before the page is served. A scraping API can run that browser for you.
How often is this benchmark updated?
Once a month. Results are published after we validate the run and check failures for configuration or detection errors.