Build an Amazon Competitor Price Tracker with AI-Powered Alerts in Under 2 Hours

TL;DR Amazon price wars are won by sellers with faster information, not deeper pockets Pangolinfo Scrape API delivers structured ASIN data (BuyBox + all offers) on demand OpenClaw AI Agent adds contextual analysis to raw price change detection Lark/Slack webhook integration delivers alerts in <3 minutes from price change Full Python implementation: 4 files, ~200 lines, deployable in under 2 hours No-code alternative: AMZ Data Tracker — same result, zero Python The Problem This Solves Every 10 minutes your competitors can adjust their Amazon pricing. Your monitoring refresh rate determines how long they can operate at a new price point before you know about it. Daily refresh = 10-24 hour blind spot. During that window: They capture BuyBox impressions at a lower price Your ads drive traffic to a listing where they convert better You don't know this is happening The fix: hourly or sub-hourly competitor price polling with immediate push notifications to the team channel where decisions act