Scam Prevention Requires Campaign Analysis, Not Just Landing Page
Patch the scam detection to include campaign analysis beyond landing page.
Patch the scam detection to include campaign analysis beyond landing page.
Summary
The article argues that focusing solely on a scam landing page misses the broader campaign that drives victims. It explains that only 38% of risk is captured by the landing page, while the rest lies in the trust layer, SMS, social profiles, and post‑page actions. The author outlines a three‑question framework: how the victim reached the page, what the page asks, and what happens after. It details how landing pages can serve multiple roles—trust, credential, payment, redirect, support, app, document—and how the same page can shift roles. The piece highlights the importance of behavioral evidence such as urgency, fear, and private‑channel movement, which can link seemingly unrelated cases. It also stresses the financial harm layer, where payment context and private instructions reveal the true impact. Tools like Scams.Report, NothingPhishy, and MuleHunt provide campaign‑aware detection and disruption. The article concludes that effective scam prevention must track the entire victim journey, not just the page.
Key changes
- Landing page accounts for only 38% of risk.
- Trust layer before the page is critical.
- Landing page roles include trust, credential, payment, redirect, support, app, and document.
- Post‑page continuation matters for full risk assessment.
- Replacement problem: new domains and channels keep campaigns alive.
- Behavioral evidence like urgency and fear links cases.
- Financial harm layer reveals true impact of scams.
- Tools such as Scams.Report, NothingPhishy, and MuleHunt enable campaign‑aware detection.