Norm violations can not only cause harm but also contribute to the well-being of organizations. During the last several decades, two different foci of research on workplace norm violations have generated a host of empirical studies on both constructive and destructive norm-violating behavior (NVB). However, the two closely related bodies of literature have remained in almost complete isolation from each other. Our conceptual review seeks to kindle a new perspective to better understand the general concept of NVB in organizations by combining the bifurcated silos of both constructive and destructive NVB. By conducting a systematic literature review of research on workplace NVBs over the past 30 years, we synthesize the major research findings on both constructive and destructive deviance into a general framework and examine the major antecedents, moderators, mediators, and outcomes as they fit within the major theoretical perspectives. Moreover, we study the commonalities of constructive and destructive NVB, focusing especially on the overlapping and dynamic relationships between the two concepts. To conclude, we propose new lines of inquiry for future research to assist academics and practitioners in understanding and managing different forms of organizational norm violations.