Best DVC alternatives in 2026
8 direct alternatives to DVC, compared on pricing, features, and best-for use cases. Pick the right replacement without the marketing fluff.
Curated by Louis Corneloup · Updated Why people consider alternatives to DVC
DVC (Data Version Control) brings software engineering best practices, specifically Git-like version control, to data, AI/ML, and data science teams. Teams most often switch away when one of these starts to bite:
- •Pricing at scale as usage or premium tiers add up.
- •Missing integrations with the rest of your stack.
- •Performance or scale limits as your needs grow.
- •A specific feature gap you have hit in version control.
The 8 alternatives below cover the same core job (version control) with different trade-offs. Ranked by real-signal score: G2 and Capterra ratings, media mentions, and editor review. No paid placement.
8 alternatives to DVC
Ranked by real-signal composite (rankingScore + community + reviews) and direct relevance to DVC.
- 1
MLflow
FreeFree alternativeManage your ML lifecycle: track, register, and deploy models
Direct alternative4.1(208)Compare DVC vs MLflow → - 2
LakeFS
FreemiumApply Git-like version control to your data lake for reproducible AI and streamlined data workflows.
Direct alternativeCompare DVC vs LakeFS → - 3
Dolt
FreemiumThe Git for data, a SQL database that you can fork, clone, branch, merge, and push.
Direct alternativeCompare DVC vs Dolt → - 4
Google Cloud
PaidBattle-tested at scaleEnterprise cloud with AI/ML strengths and BigQuery
Direct alternative4.6(7,225)Compare DVC vs Google Cloud → - 5
Azure
PaidBattle-tested at scaleMicrosoft's cloud, essential for enterprises running Windows
Direct alternative4.4(97,447)Compare DVC vs Azure → - 6
Oracle Cloud
FreemiumBattle-tested at scaleEnterprise cloud infrastructure from the database company
Direct alternative4.2(19,053)Compare DVC vs Oracle Cloud → - 7
Unreal Engine
FreemiumCreate stunning 3D worlds for games, film, and more
Direct alternative4.7(536)Compare DVC vs Unreal Engine → - 8
Visual Studio Code
FreeFree alternativeFast, lightweight, and customizable code editor for all languages
Direct alternative4.8(4,250)Compare DVC vs Visual Studio Code →
Frequently asked questions
What is the best alternative to DVC?
Based on real-signal scoring (G2 and Capterra ratings, media mentions, and editorial review), the top alternatives to DVC are MLflow, LakeFS, Dolt. Each solves the same core job with different trade-offs on pricing, features, and integrations.
Is there a free alternative to DVC?
Yes. MLflow is one of the free alternatives to DVC listed here (Manage your ML lifecycle: track, register, and deploy models). Other free options are flagged in the list below.
Why do people look for DVC alternatives?
Common reasons teams switch away from DVC: pricing that scales aggressively, missing integrations with the rest of their stack, performance or scale limits, or a specific feature gap in version control. The alternatives on this page solve the same core problem with different trade-offs.
Side-by-side comparisons
In-depth comparison pages for DVC versus each alternative.
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