Comparison

DVC vs MLflow

On the evidence we track, MLflow leads this comparison with a composite score of 70/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

DVC full profile →MLflow full profile →

Machine formatsMarkdownJSONGraphQLMarkdown is open. JSON and GraphQL need a free key.

DVC44

★MLflow70

Attribute comparison across 2 tools
Attribute	DVC	MLflowLeader
vioscaleAI score	44 / 100low · 44%	70 / 100medium · 67%
Pricing
Free tierpricing.free_tier	✓	✓
Modelpricing.model	open_source	open_source
Price levelpricing.price_level	free	free
Transparentpricing.transparent	✓	✓
Integrations
Countintegrations.count	9	9
Security
Scorecardsecurity.scorecard	4.9	5.4
Trust centersecurity.trust_center	https://dvc.org/blog/tags/security/	https://mlflow.org/articles/tags/ai-compliance-policies/
Vulnerabilitiessecurity.vulnerabilities	Count: 0 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=conda&package_name=dvc-s3&per_page=100 · Last 12m: 0	Count: 82 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=mlflow&per_page=100 · Last 12m: 29 · Max severity: CRITICAL
Adoption
Dependent reposadoption.dependent_repos	12	5,089
Github starsadoption.github_stars	15,924	28,260
Package downloads weeklyadoption.package_downloads_weekly	-	9,993,245
Activity
Commits last 30dactivity.commits_last_30d	0	100
Release
Cadence daysrelease.cadence_days	25	9
Historyrelease.history	20 items	20 items
License
Spdxlicense.spdx	Apache-2.0	Apache-2.0
Language
Primarylanguage.primary	Python	Python
Market
Availabilitymarket.availability	Available worldwide	-
Content
Faqcontent.faq	6 items	6 items

Score

vioscaleAI score

DVC44 / 100low · 44%

MLflow70 / 100medium · 67%

Pricing

Free tier

DVC✓

MLflow✓

Model

DVCopen_source

MLflowopen_source

Price level

DVCfree

MLflowfree

Transparent

DVC✓

MLflow✓

Integrations

Count

DVC9

MLflow9

Security

Scorecard

DVC4.9

MLflow5.4

Trust center

DVChttps://dvc.org/blog/tags/security/

MLflowhttps://mlflow.org/articles/tags/ai-compliance-policies/

Vulnerabilities

DVCCount: 0 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=conda&package_name=dvc-s3&per_page=100 · Last 12m: 0

MLflowCount: 82 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=mlflow&per_page=100 · Last 12m: 29 · Max severity: CRITICAL

Adoption

Dependent repos

DVC12

MLflow5,089

Github stars

DVC15,924

MLflow28,260

Package downloads weekly

DVC–

MLflow9,993,245

Activity

Commits last 30d

DVC0

MLflow100

Release

Cadence days

DVC25

MLflow9

History

DVC20 items

MLflow20 items

License

Spdx

DVCApache-2.0

MLflowApache-2.0

Language

Primary

DVCPython

MLflowPython

Market

Availability

DVCAvailable worldwide

MLflow–

Content

Faq

DVC6 items

MLflow6 items

Capabilities

Feature-by-feature on the axes that matter for mlops & llmops tools. “-” means undocumented, not absent.

Capability comparison for MLOps & LLMOps Tools
Capability	DVC	MLflow
Core
Tool role	Agent / RAG framework	End-to-end ML platform
Deployment
Self-hostable / OSS core	✓	✓
Managed cloud available	✓	✓
On-prem / VPC deployment	✓	✓
Observability
LLM tracing / observability	-	✓
Evaluation (offline / LLM-judge / human)	-	✓
Dev
Prompt management + versioning	-	✓
Tracking
Experiment tracking / model registry	✓	✓
Serving
Model serving / inference endpoint	-	✓
Interop
OpenTelemetry / OpenLLMetry compatible	-	✓
Framework-agnostic	✓	✓
Gateway
Multi-provider model support	✓	✓
Data
No-train-on-customer-data guarantee	-	-

Core

Tool role

DVCAgent / RAG framework

MLflowEnd-to-end ML platform

Deployment

Self-hostable / OSS core

DVC✓

MLflow✓

Managed cloud available

DVC✓

MLflow✓

On-prem / VPC deployment

DVC✓

MLflow✓

Observability

LLM tracing / observability

DVC-

MLflow✓

Evaluation (offline / LLM-judge / human)

DVC-

MLflow✓

Dev

Prompt management + versioning

DVC-

MLflow✓

Tracking

Experiment tracking / model registry

DVC✓

MLflow✓

Serving

Model serving / inference endpoint

DVC-

MLflow✓

Interop

OpenTelemetry / OpenLLMetry compatible

DVC-

MLflow✓

Framework-agnostic

DVC✓

MLflow✓

Gateway

Multi-provider model support

DVC✓

MLflow✓

Data

No-train-on-customer-data guarantee

DVC-

MLflow-

What each one is

The product in its own terms, so the numbers below have context.

DVC

A command-line tool that applies Git-based version control and experiment management to data and ML models, enabling reproducible workflows within Git repositories with support for multiple cloud and on-premise storage backends.

Independently observed

MLflow

Leader

A comprehensive platform that helps teams debug, evaluate, monitor, and optimize production AI applications. Provides experiment tracking, prompt management, model deployment, systematic evaluation tools, and a unified API gateway for managing access to multiple LLM providers with cost controls.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

DVC

Open sourceFree tier

Free and open source

as of 2026-08-14verify ↗

MLflow

Leader

Open source

as of 2026-10-05verify ↗

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platform and deployment support comparison
Supports	DVC	MLflow
WebPlatforms	✗	✓
macOSPlatforms	✓	✗
WindowsPlatforms	✓	✗
LinuxPlatforms	✓	✗
CLIPlatforms	✓	✓
Cloud / SaaSDeployment	✓	✓
Self-hostedDeployment	✗	✓
On-premiseDeployment	✓	✓

Platforms

Web

DVC✗

MLflow✓

macOS

DVC✓

MLflow✗

Windows

DVC✓

MLflow✗

Linux

DVC✓

MLflow✗

CLI

DVC✓

MLflow✓

Deployment

Cloud / SaaS

DVC✓

MLflow✓

Self-hosted

DVC✗

MLflow✓

On-premise

DVC✓

MLflow✓

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

In common (3)

Google Cloud Storage
Amazon S3
AWS S3

DVC

16 total - 13 not shared

S3
Azure
Hydra
WebDAV
SSH
Microsoft Azure
Google Drive
Alibaba OSS
GitHub
GitLab
VS Code
Alibaba Cloud Object Storage Service
Amazon SageMaker

Independently observed

MLflow

Leader

32 total - 29 not shared

Databricks
Azure Storage
AzureML
Kubernetes
LangChain
Pydantic AI
Anthropic Claude
OpenAI
Google Gemini
SAP AI Core
JFrog
Aliyun
PostgreSQL
MySQL
MSSQL
Claude Code
OpenAI Codex
Gemini
Anthropic
Ollama
OpenClaw
Qwen Code
LiteLLM
OpenTelemetry/OTLP
+5 more

Independently observed

Still deciding?

DVC or MLflow: which one depends on you

A composite score cannot know your constraints. Describe them and both get re-weighted against what you actually need, with the evidence behind every position.

Free to run, no account needed to start. How the evaluation works

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.