Building an End-to-End Amazon Movers & Shakers Data Pipeline: Engineering Guide from Real-Time Crawling to Automated Alerting

The article explains how to build an end-to-end pipeline for collecting Amazon Movers and Shakers data at scale and turning it into trend detection and alerts.

Self-built scrapers broke down as the workload grew because of bot detection, page drift, and the difficulty of covering many categories.

The proposed solution combines a managed scrape API with async collection, structured JSON output, and automated alerting workflows.

This helps Amazon seller tools spot fast-moving products earlier, before trends show up in broader rankings.