# DVC vs Weights & Biases

**Leader by Vioscale score:** Weights & Biases

| Attribute | DVC | Weights & Biases |
|---|---|---|
| **Vioscale score** | 57.2 (45% (low)) | 67.2 (38% (low)) |
| activity.commits_last_30d | 6 | 100 |
| adoption.dependent_repos | 12 | 9,299 |
| adoption.github_stars | 15,842 | 11,240 |
| deployment.options | `{"cloud":true,"on_prem":true,"self_hosted":true}` | `{"cloud":true,"on_prem":true,"self_hosted":true}` |
| description.long | A command-line tool that enables data science teams to version control datasets and models alongside code using Git-based workflows. It supports experiment tracking, local execution without servers, multi-step data pipelines, and integration with cloud storage providers. | An integrated platform for developing AI applications, from training and fine-tuning models to deploying agents in production, with comprehensive experiment tracking, model management, and LLM application monitoring. |
| features.capabilities | `{"role":"framework","managed_cloud":true,"self_hostable":true,"multi_provider":true,"vpc_deployment":true,"framework_agnostic":true,"experiment_tracking":true}` | `{"role":"platform","evaluation":true,"managed_cloud":true,"model_serving":true,"self_hostable":true,"vpc_deployment":true,"llm_observability":true,"prompt_management":true,"framework_agnostic":true,"experiment_tracking":true}` |
| integrations.count | 6 | 8 |
| integrations.list | `[{"name":"S3"},{"name":"Azure"},{"name":"Google Cloud Storage"},{"name":"Hydra"},{"name":"WebDAV"},{"name":"SSH"}]` | `[{"name":"OpenAI"},{"name":"Alibaba Qwen"},{"name":"Meta Llama"},{"name":"Microsoft Phi"},{"name":"Hangzhou DeepSeek"},{"name":"Z.ai GLM"},{"name":"MoonshotAI Kimi"},{"name":"CoreWeave"}]` |
| language.primary | Python | Python |
| license.spdx | Apache-2.0 | MIT |
| platform.support | `{"cli":true,"mac":true,"linux":true,"windows":true}` | `{"cli":true,"ios":true,"web":true}` |
| pricing | `{"type":"open_source","summary":"Free and open source","freeTier":true,"sourceUrl":"https://dvc.org","retrievedAt":"2026-08-14T11:05:19.812Z"}` | - |
| pricing.free_tier | yes | - |
| pricing.model | commercial | commercial |
| pricing.price_level | free | - |
| pricing.transparent | yes | - |
| release.cadence_days | 25 | 16 |
| release.history | `[{"url":"https://github.com/treeverse/dvc/releases/tag/3.67.1","date":"2026-03-31T05:06:44Z","type":"stable","version":"3.67.1"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.67.0","date":"2026-03-14T17:13:20Z","type":"stable","version":"3.67.0"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.66.1","date":"2026-01-08T15:28:51Z","type":"stable","version":"3.66.1"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.66.0","date":"2026-01-06T13:49:31Z","type":"stable","version":"3.66.0"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.65.0","date":"2025-12-22T07:49:36Z","type":"stable","version":"3.65.0"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.64.2","date":"2025-12-06T05:10:17Z","type":"stable","version":"3.64.2"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.64.1","date":"2025-12-02T10:49:50Z","type":"stable","version":"3.64.1"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.64.0","date":"2025-11-13T08:31:59Z","type":"stable","version":"3.64.0"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.63.0","date":"2025-09-02T13:34:43Z","type":"stable","version":"3.63.0"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.62.0","date":"2025-08-12T07:55:49Z","type":"stable","version":"3.62.0"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.61.0","date":"2025-07-07T11:23:15Z","type":"stable","version":"3.61.0"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.60.1","date":"2025-06-12T08:54:00Z","type":"stable","version":"3.60.1"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.60.0","date":"2025-06-06T06:54:35Z","type":"stable","version":"3.60.0"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.59.2","date":"2025-05-06T10:58:00Z","type":"stable","version":"3.59.2"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.59.1","date":"2025-02-15T11:14:00Z","type":"stable","version":"3.59.1"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.59.0","date":"2025-01-13T07:03:26Z","type":"stable","version":"3.59.0"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.58.0","date":"2024-12-01T16:53:05Z","type":"stable","version":"3.58.0"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.57.0","date":"2024-11-26T05:34:06Z","type":"stable","version":"3.57.0"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.56.0","date":"2024-10-23T02:15:21Z","type":"stable","version":"3.56.0"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.55.2","date":"2024-09-02T15:01:06Z","type":"stable","version":"3.55.2"}]` | `[{"url":"https://github.com/wandb/wandb/releases/tag/v0.28.2","date":"2026-08-12T01:35:26Z","type":"stable","version":"v0.28.2"},{"url":"https://github.com/wandb/wandb/releases/tag/v0.28.1","date":"2026-07-16T18:48:24Z","type":"stable","version":"v0.28.1"},{"url":"https://github.com/wandb/wandb/releases/tag/v0.28.0","date":"2026-06-23T00:46:58Z","type":"stable","version":"v0.28.0"},{"url":"https://github.com/wandb/wandb/releases/tag/v0.27.2","date":"2026-06-06T01:48:49Z","type":"stable","version":"v0.27.2"},{"url":"https://github.com/wandb/wandb/releases/tag/v0.27.1","date":"2026-06-04T06:12:42Z","type":"stable","version":"v0.27.1"},{"url":"https://github.com/wandb/wandb/releases/tag/v0.27.0","date":"2026-05-14T03:45:43Z","type":"stable","version":"v0.27.0"},{"url":"https://github.com/wandb/wandb/releases/tag/v0.26.1","date":"2026-04-23T16:40:38Z","type":"stable","version":"v0.26.1"},{"url":"https://github.com/wandb/wandb/releases/tag/v0.26.0","date":"2026-04-13T19:45:29Z","type":"stable","version":"v0.26.0"},{"url":"https://github.com/wandb/wandb/releases/tag/v0.25.1","date":"2026-03-10T23:54:02Z","type":"stable","version":"v0.25.1"},{"url":"https://github.com/wandb/wandb/releases/tag/v0.25.0","date":"2026-02-13T19:44:06Z","type":"stable","version":"v0.25.0"},{"url":"https://github.com/wandb/wandb/releases/tag/v0.24.2","date":"2026-02-05T00:19:26Z","type":"stable","version":"v0.24.2"},{"url":"https://github.com/wandb/wandb/releases/tag/v0.24.1","date":"2026-01-29T23:47:48Z","type":"stable","version":"v0.24.1"},{"url":"https://github.com/wandb/wandb/releases/tag/v0.24.0","date":"2026-01-13T23:01:48Z","type":"stable","version":"v0.24.0"},{"url":"https://github.com/wandb/wandb/releases/tag/v0.23.1","date":"2025-12-03T02:27:21Z","type":"stable","version":"v0.23.1"},{"url":"https://github.com/wandb/wandb/releases/tag/v0.23.0","date":"2025-11-11T21:27:15Z","type":"stable","version":"v0.23.0"},{"url":"https://github.com/wandb/wandb/releases/tag/v0.22.3","date":"2025-10-29T00:00:30Z","type":"stable","version":"v0.22.3"},{"url":"https://github.com/wandb/wandb/releases/tag/v0.22.2","date":"2025-10-07T19:55:36Z","type":"stable","version":"v0.22.2"},{"url":"https://github.com/wandb/wandb/releases/tag/v0.22.1","date":"2025-09-29T17:18:23Z","type":"stable","version":"v0.22.1"},{"url":"https://github.com/wandb/wandb/releases/tag/v0.22.0","date":"2025-09-18T20:09:42Z","type":"stable","version":"v0.22.0"},{"url":"https://github.com/wandb/wandb/releases/tag/v0.21.4","date":"2025-09-11T21:24:51Z","type":"stable","version":"v0.21.4"}]` |
| reliability.status_page | - | yes |
| security.disclosure_policy | - | yes |
| security.gdpr | - | yes |
| security.hipaa | - | yes |
| security.iso27001 | - | yes |
| security.scorecard | 5.6 | - |
| security.soc2 | - | yes |
| security.vulnerabilities | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=conda&package_name=dvc-s3&per_page=100","last_12m":0,"max_severity":null}` | `{"count":1,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=wandb&per_page=100","last_12m":0,"max_severity":"HIGH"}` |

## Capabilities (MLOps & LLMOps Tools)

| Capability | DVC | Weights & Biases |
|---|:--:|:--:|
| **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 | - | - |

*Source: Vioscale. Generated 2026-09-01T16:48:59.587Z. "-" = undocumented, not absent.*