Integration of MLOps into the Software Development Lifecycle: A Systematic Review

This dataset comprises the 71 primary studies (E1–E71) systematically selected and analyzed in the present literature review on MLOps integration within software development processes. The studies were retrieved from leading scientific databases including IEEE Xplore, ACM Digital Library, Scopus, Elsevier, and Springer, covering the period from 2018 to 2025. Each entry includes the title, publication venue, and year, and has been uniquely indexed to support traceability and reproducibility. The dataset serves as an evidence base for mapping tools, frameworks, architectural patterns, methodological approaches, and organizational practices relevant to the MLOps lifecycle. It is intended to facilitate future benchmarking efforts, and comparative studies in both academic and industrial contexts.