The digital world is rife with opportunistic scammers looking to swindle unsuspecting victims. A major of the most prevalent scams targets Bitcoin, advertising bogus returns and extracting funds. These {criminalnetworks operate with increasing sophistication, leveraging complex strategies to entice victims. Identifying the red flags is essential