Online fraud ecosystems have become increasingly sophisticated, making it harder for ordinary users to distinguish between legitimate services, impersonation sites, credential-harvesting pages, and platforms connected with stolen financial information. Cybercriminals often rely on professional-looking interfaces, familiar branding, domain variations, and login pages that appear...