Thriving at work has gained considerable research attention over the past decades. This study aimed to systematically unpack the knowledge of the past, present, and future of thriving at work by using bibliometric analysis. Following the PRISMA protocol, this study assesses 281 peer‐reviewed papers published between 2005 and 2024. Results are as follows: (1) We identify the prominent authors, significant publications, top countries, leading affiliations, and journals in thriving at work. (2) Six clusters (i.e., work–family enrichment, career commitment, servant leadership, challenge stressors, job satisfaction, and psychological capital) are identified based on the keywords that map the emergent core themes via content analysis. (3) Based on the job demands–resources model, we map a detailed framework of thriving at work about its antecedents, moderators, and outcomes. (4) We propose prospective directions for future research using the TCCM (Theory, Context, Characteristics, Method) framework.