DVC
Git for datasets and models
ML frameworks & MLOpsData versioningApache-2.0Runs locallyPythonIntermediate
🐳 Docker pulls
📦 PyPI downloads / month
📦 npm downloads / month
🚀 Latest release ·
What is DVC?
DVC versions the data and the models that Git cannot hold, keeping the whole pipeline reproducible from a commit hash.
Why people choose DVC
- Works alongside Git, not against it
- Storage-agnostic (S3, GCS, SSH, local)
- Makes pipelines reproducible by construction
DVC at a glance
| Category | ML frameworks & MLOps |
| Type | Data versioning |
| License | Apache-2.0 |
| Runs locally | Yes |
| Built with | Python |
| Skill level | Intermediate |
| Best for | reproducing a result six months later, exactly |
Latest releases
Open-source alternatives to DVC
Other open-source ml frameworks & mlops tools worth comparing:
DagsterOrchestration that thinks in data assets, not tasks
TensorFlowGoogle's deep-learning framework, built for production
PyTorchThe framework nearly every modern AI model is written in
OpenCVThe computer vision library everything else builds on
scikit-learnClassical machine learning, done properly
Apache AirflowSchedule and monitor data pipelines
RayScale Python from a laptop to a cluster
JAXNumPy with autodiff, JIT and TPUs
XGBoostStill the one to beat on tabular data
Label StudioLabel anything — text, images, audio, video
MLflowTrack experiments and ship models without the spreadsheet
ONNXMove a model between frameworks and runtimes
LightGBMGradient boosting that trains fast on big tables
CVATSerious annotation for computer vision
OptunaFind the right hyperparameters without guessingDVC head-to-head
DVC vs DagsterDVC vs TensorFlowDVC vs PyTorchDVC vs OpenCVDVC vs scikit-learnDVC vs Apache AirflowDVC vs RayDVC vs JAXDVC vs XGBoostDVC vs Label StudioDVC vs MLflowDVC vs ONNXDVC vs LightGBMDVC vs CVATDVC vs Optuna
FAQ
Is DVC free?
DVC is free and open-source (Apache-2.0 license), so you can use, self-host and modify it at no cost.
Can I run DVC locally?
Yes. DVC is designed to run on your own machine or server, keeping your data private.
What is the best alternative to DVC?
Popular open-source alternatives include Dagster, TensorFlow, PyTorch. See the comparisons above to choose.
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