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 wide audience. Driven by their noticeable visibility, these intrusive displays became ubiquitous across the online world, generating substantial income for publishers and vendors. However, user displeasure ra