This article introduces Pangolin Scrapper, a browser plugin based on Scrape API for Amazon data scraping. It allows users to quickly, timely, and flexibly obtain all the data on Amazon through visual operation, without programming knowledge, meeting personalized data needs, helping users cope with e-commerce competition, and improving business efficiency. The article analyzes the background and challenges of Amazon data scraping, introduces the product features and advantages of Scrape API and Pangolin Scrapper, and compares them with traditional data service providers. Finally, it summarizes the development purpose and user benefits.