The sophistication of cyber-attacks is continually evolving, with spoofing attacks becoming a prevalent threat across various industries such as healthcare, finance, and trading. Spoofing, at its core, involves the act of masquerading as a legitimate entity, whether it be a person, organization, or device, to deceive victims and gain unauthorized access to sensitive information. The importance of understanding and preventing spoofing cannot be overstated; it is a critical step in safeguarding not only individual security but also the integrity of businesses. The potential risks and consequences of falling victim to spoofing attacks are vast, ranging from financial losses to severe reputational damage. Understanding the nuances of these attacks is essential in the modern business environment.