Pop-up ads experienced a remarkable climb in the late 1990s and early 2000s, initially offering a seemingly easy way for marketers to reach a vast audience. Driven by their immediate visibility, these intrusive displays became ubiquitous across the online world, generating substantial earnings for publishers and vendors. However, user annoyance rap