How to Get Amazon Review & Rating Data at Scale (and What's Actually Public in 2026)

Short summary

A practical guide to scraping Amazon review and rating data at scale in 2026, covering the technical hurdles (bot detection, geo-restricted pages, lazy loading) and what's actually publicly available since Amazon's late-2024 changes (~8 reviews per product for logged-out users). Recommends realistic browser fingerprints, country-matched residential proxies, and treating empty results as failures. The author pitches their Apify actor for the task.

• •Amazon now limits logged-out users to ~8 reviews per product; full history requires login
• •Country-matched residential proxies are the biggest fix for missing review data
• •Four pillars: realistic fingerprint, country proxies, scroll-triggered loading, fail-loudly on empty

Generated with AI, which can make mistakes.