Amazon Scraping API Benchmark 2026: Success Rates, Speed, and Cost Compared

Amazon is the most scraped website on the internet, and also one of the most actively defended. Whether you're building a price monitoring tool, competitor analysis system, or product research pipeline, choosing the wrong scraping API can mean the difference between 100% success and a wall of CAPTCHAs. This article uses benchmark data from ScrapeOps , which independently tests scraping APIs against real websites under identical conditions. For the raw numbers on Amazon specifically, see scrapeops.io/websites/amazon/ — the source readers should check for up-to-date benchmark results. Let's look at what actually works. Why Amazon Is Hard to Scrape Amazon's difficulty score in the ScrapeOps benchmark suite sits at around 40 out of 100 — moderate, not extreme. But that number is deceptive. The volume of people scraping Amazon means Amazon's defenses are tuned to a razor's edge. You're not up against generic bot detection — you're up against a system that sees millions of scraper attempts p