The digital world is rife with opportunistic scammers seeking to defraud unsuspecting victims. A major of the most dangerous scams targets Bitcoin, promising fake returns and extracting money. These {criminalnetworks operate with escalating skill, employing multi-layered strategies to entice victims. Identifying the telltale indicators is essenti