---
title: "GitOps Wasn’t Built for Models, and It Shows"
url: https://daily.dev/posts/gitops-wasn-t-built-for-models-and-it-shows-efrjktbn2
source_url: https://cloudnativenow.com/contributed-content/gitops-wasnt-built-for-models-and-it-shows
type: article
source: "Cloud Native Now"
published: 2026-06-19T19:22:33.207Z
updated: 2026-06-19T19:31:46.648Z
tags: ["machine-learning", "kubernetes", "cicd", "mlops", "gitops"]
reading_time: 5
upvotes: 3
comments: 0
language: en
---

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# GitOps Wasn’t Built for Models, and It Shows

**[Cloud Native Now](https://daily.dev/sources/cloudnativenow)** · 5 min read · 3 upvotes · 0 comments

## Summary

GitOps works well for stateless services but breaks down when applied to ML models. The core issues are: Git cannot capture the full source of truth for a model (training data, seeds, hardware matter too), green CI/CD pipelines only confirm a container built — not that the model is accurate, and rollback doesn't restore original behavior if the data context has changed. Teams that succeed treat datasets and training runs as first-class versioned artifacts, include real model evaluation as a quality gate, and define rollback as restoring both the model and its data context — not just the container image.

## Full article

daily.dev links to this article rather than hosting it. Read it at the original source: <https://cloudnativenow.com/contributed-content/gitops-wasnt-built-for-models-and-it-shows>

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---

Tags: [#machine-learning](https://daily.dev/tags/machine-learning), [#kubernetes](https://daily.dev/tags/kubernetes), [#cicd](https://daily.dev/tags/cicd), [#mlops](https://daily.dev/tags/mlops), [#gitops](https://daily.dev/tags/gitops)

[View this post on daily.dev](https://daily.dev/posts/gitops-wasn-t-built-for-models-and-it-shows-efrjktbn2)