Published October 27, 2025
| Version v1
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A Systematic Review of MLOps Tools: Tool Adoption, Lifecycle Coverage, and Critical Insights
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Description
Contents
This appendix provides all materials necessary for full replicability of the study:
Paper Selection Process
Initial search results and screening
Inclusion/exclusion criteria application
Snowballing records
Final list of 41 primary studies
Data Extraction
Raw extracted data from each primary study
Tool usage instances with paper references
MLOps lifecycle component mappings
Data Synthesis
Benefits and limitations categorization
Tool frequency analysis
Heatmap source data (tool-to-lifecycle mappings)
Category grouping analysis
MLOps Tools Descriptions
Detailed descriptions of all identified tools and their tool categorization
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