Academic conference participation and publications serve as a litmus test to evaluate researchers irrespective of their scientific discipline. Predatory or fake conferences and journals exploit this issue and rebrand themselves through multiple methods. This paper serves to introduce rebranding as one of the features adopted by predatory journals and conferences and formulate some important measures that could be taken by academic libraries, researchers, and publishers to address this issue. We found that rebranding serves as an efficient measure to evade legal implications. However, empirical longitudinal studies addressing the issue are absent. We have explained rebranding, multiple ways of rebranding, issues surrounding predatory publishing, and the role of academic libraries and provided a five-point prevention strategy to protect researchers from academic malpractices. Dedicated tools, scientific prowess, and vigilance of academic libraries and researchers can safeguard the scientific community. Creating awareness, increasing transparency of available databases, and the support of academic libraries and publishing houses along with global support will serve as effective measures to tackle predatory malpractices.