In the modern digital landscape, businesses heavily rely on online advertising to reach their target audience and drive traffic to their websites. However, as the digital advertising industry grows, so does the threat of click fraud, a deceptive practice that can drain a company’s advertising budget and diminish the effectiveness of their campaigns. To safeguard their digital investments, businesses must employ click fraud protection measures to identify and mitigate fraudulent clicks, ensuring that their advertising efforts yield meaningful results. Click fraud refers to the fraudulent or malicious clicking on online ads with the intent to generate false traffic or exhaust an advertiser’s budget. It can be perpetrated by competitors seeking to deplete a company’s resources, by unethical publishers aiming to boost their revenue or even by bots and automated scripts programmed to mimic human behavior. Click fraud can distort the effectiveness of ad campaigns by inflating click-through rates, reducing conversion rates and wasting valuable marketing funds.