Disclaimer: This guide covers extracting publicly accessible data. Always review a site's robots.txt and Terms of Service before scraping. You are responsible for ensuring compliance with rate limits and acceptable use policies. If you need public product data, building a reliable Amazon data API pipeline is often the first step for e-commerce intelligence. Extracting structured data from retail giants is notoriously difficult due to dynamic page structures, A/B testing, and localized content delivery. Relying on brittle HTML parsers leads to broken pipelines the moment a div class changes. This guide demonstrates how to extract Amazon data using an AI-driven schema approach. Instead of writing CSS selectors, you define the JSON structure you want and let the extraction engine handle the parsing, turning unstructured HTML into validated, typed data. To follow along, review our Getting started guide to set up your environment. Why use Amazon data?…