In the contemporary era, fraudulent activities are increasingly visible and proliferate alongside globalization, digitalization, and the ongoing evolution of the technological landscape through Industry 5.0, which has made many aspects of technology highly transparent. In response, a set of legal rules was established to anticipate and curb these threats. Nevertheless, even with such regulations in place, the rate of offenses has not diminished; instead, it tends to rise each year. The study is directed at understanding the legal responsibility associated with criminal actions and romance scams that occur on online dating platforms. This framing situates the inquiry within the broader concern of how liability is allocated for deceptive conduct within digital dating environments and the effectiveness of current legal mechanisms in addressing these harms. The research adopts a normative juridical approach, engaging with applicable laws and the conceptual underpinnings that shape regulatory interpretation. By scrutinizing legislative provisions and the theoretical constructs that inform liability, the study illuminates how existing regulatory frameworks conceptualize and respond to wrongdoing in the context of online dating. The methodological stance emphasizes a legal-analytic perspective, seeking to map how statutes regulate fraudulent behavior and to assess whether the current interpretive lenses sufficiently capture the realities of romance-related scams on dating sites. Through this lens, the work aims to reveal ambiguities, limitations, or gaps in the law as it relates to accountability for online dating fraud. The investigation identifies key drivers behind fraudulent activity in dating applications, noting that economic motives, the chance opportunities afforded by digital platforms, and the rapid pace of technological advancement collectively contribute to the emergence of such offenses. These elements are considered central to understanding why deception and fraud persist within online dating ecosystems. The analysis encompasses phenomena like catfishing and romance scams, exploring how legal protections apply to operators and users of dating sites. By articulating the sources of liability and the boundaries of legal remedy, the study seeks to inform policy deliberations, enforcement priorities, and the practical application of law to mitigate fraud on online dating platforms.