MLtrace enables ML teams to track data and component versions through pipelines, define tests for pipeline components, and debug outputs via a UI and CLI. It stores run information in a database and helps identify which pipeline steps to investigate when outputs need review. The tool is designed for agile or multidisciplinary teams working on machine learning or complex data pipelines.