100 Days of MLOps· day 21 of 100
DAY 21MLOps

Why Data Versioning? The Problem

Day 21 of 100 Days of MLOps, and Module 3 begins. Git versions your code perfectly — but not your data, and a model depends on both. Watch the same code, with a fixed seed, produce a very different model when the data silently changes underneath it, while Git reports that nothing changed at all. This is the exact problem data versioning exists to solve. Runs 100% locally on any OS.

Jul 9, 2026 10 min read1.8k words

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