Pangolinfo·Oct 26The Complete Guide to Amazon Data Scraping: From Beginner to Expert (2027)A few years ago, a seller I know lost a week of sales to a price change he never saw. His competitor had dropped the price on a shared…
Pangolinfo·Oct 20Stuck at 20–30 Orders a Day? How to Grow an Old Amazon Listing in a Winner-Takes-Most CategoryA diagnosis-first playbook for a healthy legacy ASIN (4.6 stars, 600+ reviews) that has stopped growing.
Pangolinfo·Sep 9The Script Returned 200 for Weeks. Then the Report Lied.Our script pulled Amazon data every morning for six weeks. The dashboard looked calm. Then an operations analyst walked over and asked a…
Pangolinfo·Sep 7The Amazon Data Pipeline That Still Needs You After the Scrapers Are GoneA six-person data team I know killed their in-house scraper in the spring. It worked. They stopped writing parsers, stopped rotating…
Pangolinfo·Aug 17The $50k Agent That Became $540k: The “Agent Delivery Unit” Fallacy and Why the Agent Is Not a…It started, as these things do, with a clean number. A mid-size retailer I will call Northgate had been promised “one support agent, fifty…
Pangolinfo·Jun 24The Hidden Competitive Intelligence in Amazon’s Related Products SectionsI spent three months building a competitive intelligence tool for Amazon sellers before I realized I’d been extracting the wrong data — or…
Pangolinfo·Jun 15Why Your Amazon AI Agent Is Making Wrong Decisions — And Why It’s Not the LLM’s FaultYou upgraded to GPT-4. You refined your system prompt for weeks. Your Amazon AI agent still fires incorrect reorder signals, produces…
Pangolinfo·Jun 10Everyone Building Amazon Agents Is Missing the Most Important LayerGreat prompts and orchestration will only take you so far. The real bottleneck is data.
Pangolinfo·Jun 4Amazon Buy Box Data Scraping: Why Your DIY Scraper Fails at Scale (And What Actually Works)Three years ago, I was the engineer maintaining a Selenium-based Amazon scraper for a repricing startup. We thought we’d solved it…
Pangolinfo·Apr 23Amazon Movers and Shakers Data: The Real-Time Signal Most Sellers Are MissingI spent most of last year convinced I had a solid product research process. Multiple data tools, daily BSR checks, solid supplier…
