This comprehensive study integrated a literature review and bibliometric analysis to investigate Sukuk yields and the broader Sukuk market, using VOS Viewer and Harzing Publish or Perish software. A dataset comprising 10 publications (2016–2023) for Sukuk yields was assembled from Scopus. Key keywords, such as “Islamic finance,” “sukuk,” and “sukuk yields,” reflected the central role of returns and periodic earnings in the domain of Islamic finance. The study’s findings unveil annual publication and citation trends, highlight prominent research areas, and identify influential papers. A crucial insight emerging from this analysis is the significance of comprehending Sukuk yields for effective risk management, particularly for financial institutions and governments engaged in Sukuk issuance, underscoring the practical implications of this research for stakeholders and policymakers within the field of Islamic finance.