The digital world is rife with sneaky scammers seeking to defraud unsuspecting users. A major of the most sophisticated scams focuses on Bitcoin, promising fake returns and stealing funds. These {criminalnetworks operate with growing skill, employing complex strategies to trap victims. Identifying the telltale indicators is vital for preserving y