How to spot a crypto scam or a rug pull?

What happened

The article explains that rug pulls, a type of crypto scam, exploit investor trust and that analyzing on‑chain data can identify these scams early.

Confirmed

Global impact / market context

Knowing how rug pulls work helps beginners protect their money, and using on‑chain data gives a simple way to spot fraud before funds disappear, supporting confidence in crypto markets.

Analyst inference

Crypto markets often see scams because transactions cannot be reversed and participants are anonymous; early detection tools can lower overall risk and encourage safer participation.

Analyst inference

What to watch

1. Watch for sudden large token withdrawals from a liquidity pool – a shared reserve that enables trading – as this often signals a pending rug pull. Confirmed
2. Monitor rapid shifts in token holder distribution using on‑chain data; a quick concentration of tokens in a few wallets can indicate a scam is developing. Confirmed
3. Track on‑chain analytics platforms that flag abnormal transaction patterns, because they can provide early warnings of potential rug pulls or other crypto scams. Proposed

Evidence

• ambcrypto.com