InfluxDB 3 OSS is now GA. Transform, enrich, and act on time series data directly in the database. Automate critical tasks and eliminate the need to move data externally. Download now. Learn more โ
Dvc Alternatives
Similar projects and alternatives to dvc
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InfluxDB
InfluxDB โ Built for High-Performance Time Series Workloads. InfluxDB 3 OSS is now GA. Transform, enrich, and act on time series data directly in the database. Automate critical tasks and eliminate the need to move data externally. Download now.
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ploomber
The fastest โก๏ธ way to build data pipelines. Develop iteratively, deploy anywhere. โ๏ธ
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SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
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delta
An open-source storage framework that enables building a Lakehouse architecture with compute engines including Spark, PrestoDB, Flink, Trino, and Hive and APIs (by delta-io)
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oxen-release
Lightning fast data version control system for structured and unstructured machine learning datasets. We aim to make versioning datasets as easy as versioning code.
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EdenSCM
Discontinued A Scalable, User-Friendly Source Control System. [Moved to: https://github.com/facebook/sapling]
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spock
spock is a framework that helps manage complex parameter configurations during research and development of Python applications (by fidelity)
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SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
dvc discussion
dvc reviews and mentions
- Ask HN: What is the simplest data orchestration tool you've worked with?
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10 Must-Know Open Source Platform Engineering Tools for AI/ML Workflows
Data Version Control is a powerful version control tool tailored for ML workflows. It ensures reproducibility by tracking and sharing data, pipelines, experiments, and models. With its Git-like interface, it integrates seamlessly with existing Git repositories. It supports various cloud storage like AWS S3 and Azure Blob, thus enabling versioning of large datasets without bloating your Git repositories.
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Top 10 MLOps Tools for 2025
9. DVC
- Data Version Control
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S3 as a Git remote and LFS server
I haven't heard of dvc, so I had to google it, which took me to: https://dvc.org/
But I'm still confused as to what is dvc is after a cursory glance at their homepage.
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serverless-registry: A Docker registry backed by Workers and R2
Iโm self-hosting gitea just for their private docker registry. LFS is actually slow for heavy deep learning workflow with millions of small files. Iโm using DVC [1] instead.
[1]: https://dvc.org
- GitOps ML Experiments, data versioning, model registry
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25 Open Source AI Tools to Cut Your Development Time in Half
Implementing version control for machine learning projects entails managing both code and the datasets, ML models, performance metrics, and other development-related artifacts. Its purpose is to bring the best practices from software engineering, like version control and reproducibility, to the world of data science and machine learning. DVC enables data scientists and ML engineers to track changes to data and models like Git does for code, making it able to run on top of any Git repository. It enables the management of model experiments.
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Essential Deep Learning Checklist: Best Practices Unveiled
Tool: Consider using Data Version Control (DVC) to manage your datasets, models, and their respective versions. DVC integrates with Git, allowing you to handle large data files and model binaries without cluttering your repository. It also makes it easy to version your training datasets and models, ensuring you can always match a model back to its exact training environment.
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10 Open Source Tools for Building MLOps Pipelines
As Git helps you with code versions and the ability to roll back to previous versions for code repositories, DVC has built-in support for tracking your data and model. This helps machine learning teams reproduce the experiments run by your fellows and facilitates collaboration. DVC is based on the principles of Git and is easy to learn since the commands are similar to those of Git. Other benefits of using DVC include:
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A note from our sponsor - InfluxDB
www.influxdata.com | 13 May 2025
Stats
iterative/dvc is an open source project licensed under Apache License 2.0 which is an OSI approved license.
The primary programming language of dvc is Python.
Review โ โ โ โโ 6/10