With the substantial adoption of digital banking and online transactions, financial institutions are facing a escalating threat from criminals. These malicious actors are constantly creating new and sophisticated methods to deceive individuals and companies. Frequent forms of banking fraud include identity theft, phishing attacks, and online scams,