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Gary Constable AKA GhostFrog

Builder of AI Agents, Data Pipelines & Automation Systems

GhostFrog: Building a Data-Driven eBay Arbitrage Engine

2025-11-27

GhostFrog started as a tiny “let’s scrape eBay consoles” idea.
It grew into a full arbitrage intelligence system with:

  • multiple scraper adapters (consoles, Apple, bikes, vans, etc.)
  • Postgres pipelines for listings, comps, snapshots
  • ROI calculation and modelling
  • alert thresholds (profit, ROI, ‘insane deal’ markers)
  • Telegram alerts (siren, digest, firehose)
  • classification logic for product types
  • a niche-based architecture (lego, consoles, vehicles)

🧩 Why it works

Cheap flips follow patterns.
But 99% of people don’t see them.

GhostFrog collects:

  • listing data
  • price history
  • auction time left
  • expected profit
  • expected ROI
  • repair/resale assumptions

It then sends:

  • ROI alerts
  • last-hour sirens
  • summaries
  • custom webhooks

I also built a unified webhook receiver on my portfolio site to capture eBay events.

GhostFrog is now the backbone of my data-driven flipping experiments — and one of the best engineering projects I’ve ever built.

🔁 Try yourself

View on Github


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