Click spamming involves the fraudulent practice of generating an excessive number of fake clicks on online advertisements. fraudsters use automated bots or other means to produce a high volume of clicks, giving the impression of increased user engagement. The goal is to deceive advertisers into thinking their ads are receiving genuine interest and interaction, leading them to invest more in these campaigns. Click spamming not only distorts advertising performance metrics but also wastes advertisers' budgets and undermines the integrity of online advertising platforms