Published October 27, 2025 | Version v1
Working paper Open

A Systematic Review of MLOps Tools: Tool Adoption, Lifecycle Coverage, and Critical Insights

Creators

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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