Comparison
dstack vs dvc
Verdict
Pick dstack if dstack offers infrastructure for running AI workloads in Trusted Execution Environments ensuring privacy and security; pick dvc if dVC is a command-line tool for reproducible ML projects, enabling data versioning, lightweight pipelines, experiment tracking, comparison, and sharing.
Markdown twin · dstack alternatives · dvc alternatives
GraphCanon updated 2w
Trust & integrity
| Signal | dstack | dvc |
|---|---|---|
| Maintenance | Very active (1d since push) As of 2w · github_public_v1 | Very active (3d since push) As of 2w · github_public_v1 |
| Provenance | Not a fork · Organization account As of 2w · github_public_v1 | Not a fork · Organization account As of 2w · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of 1mo · osv@v1 | No lockfile (source not queried) As of 1mo · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- dstack
- Open framework for confidential AI
- dvc
- Data Versioning and ML Experiments
Stars
- dstack
- 519
- dvc
- 16k
Forks
- dstack
- 91
- dvc
- 1.3k
Open issues
- dstack
- 178
- dvc
- 196
Language
- dstack
- Rust
- dvc
- Python
Adopt for
- dstack
- Dstack offers infrastructure for running AI workloads in Trusted Execution Environments ensuring privacy and security.
- dvc
- DVC is a command-line tool for reproducible ML projects, enabling data versioning, lightweight pipelines, experiment tracking, comparison, and sharing.
Persona
- dstack
- -
- dvc
- -
Runtime
- dstack
- -
- dvc
- -
License
- dstack
- Apache-2.0
- dvc
- Apache-2.0
Last pushed
- dstack
- Jul 31, 2026
- dvc
- Jul 31, 2026
Categories
- dstack
- Developer Tools
- dvc
- Data & Retrieval, Developer Tools
Trust and health
Days since push
- dstack
- 1d
- dvc
- 3d
Open issues (now)
- dstack
- 178
- dvc
- 196
Full report
- dstack
- Trust report
- dvc
- Trust report
Choose dstack if…
- dstack is primarily Rust; dvc is Python.
- Tags unique to dstack: confidential-ai, intel-tdx, private-ai, safe-ai.
- When you need to run confidential AI computations that require Intel TDX or NVIDIA GPUs to ensure data and code are protected from potential threats at runtime
When NOT to use dstack
- Avoid if your AI workloads do not benefit from confidential computing features as the overhead of using Intel TDX may not provide any advantage and can add complexity
- Not suitable for hardware setups that do not support Intel TDX or AMD SEV-SNP, limiting flexibility compared to broader hardware support offered by competitors
Choose dvc if…
- dvc is primarily Python; dstack is Rust.
- Tags unique to dvc: ai, data-science, machine-learning, reproducibility.
- Also covers Data & Retrieval.
- Need to manage large datasets while only syncing version information with Git
When NOT to use dvc
- Looking for a GUI-focused tool for data versioning and analysis
- Require full cloud orchestration services beyond basic DVCS capabilities
- Project focuses on traditional software development with no ML involvement
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (Dstack-TEE/dstack) · observed Aug 2, 2026
- GitHub forks (Dstack-TEE/dstack) · observed Aug 2, 2026
- Last push (Dstack-TEE/dstack) · observed Jul 31, 2026
- License file (Apache-2.0) · observed Aug 2, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (treeverse/dvc) · observed Aug 3, 2026
- GitHub forks (treeverse/dvc) · observed Aug 3, 2026
- Last push (treeverse/dvc) · observed Jul 31, 2026
- License file (Apache-2.0) · observed Aug 3, 2026
- Decision facts (enrichment) · observed Jul 12, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: dstack 519 · dvc 16k (synced Aug 2, 2026).
Common questions
- What is the difference between dstack and dvc?
- dstack: Open framework for confidential AI. dvc: Data Versioning and ML Experiments. See the comparison table for live GitHub stats and shared categories.
- When should I choose dstack over dvc?
- Choose dstack over dvc when dstack is primarily Rust; dvc is Python; Tags unique to dstack: confidential-ai, intel-tdx, private-ai, safe-ai; When you need to run confidential AI computations that require Intel TDX or NVIDIA GPUs to ensure data and code are protected from potential threats at runtime.
- When should I choose dvc over dstack?
- Choose dvc over dstack when dvc is primarily Python; dstack is Rust; Tags unique to dvc: ai, data-science, machine-learning, reproducibility; Also covers Data & Retrieval; Need to manage large datasets while only syncing version information with Git.
- When should I avoid dstack?
- Avoid if your AI workloads do not benefit from confidential computing features as the overhead of using Intel TDX may not provide any advantage and can add complexity Not suitable for hardware setups that do not support Intel TDX or AMD SEV-SNP, limiting flexibility compared to broader hardware support offered by competitors
- When should I avoid dvc?
- Looking for a GUI-focused tool for data versioning and analysis Require full cloud orchestration services beyond basic DVCS capabilities Project focuses on traditional software development with no ML involvement
- Is dstack or dvc more popular on GitHub?
- dvc has more GitHub stars (15,787 vs 519). Stars measure visibility, not whether either tool fits your constraints.
- Are dstack and dvc open source?
- Yes - both are open-source projects on GitHub (dstack: Apache-2.0, dvc: Apache-2.0).
- Where can I find alternatives to dstack or dvc?
- GraphCanon lists graph-backed alternatives at dstack alternatives and dvc alternatives (dstack markdown twin, dvc markdown twin), ranked by typed relationship edges rather than popularity votes.
- Is there a machine-readable version of this comparison?
- Yes. The markdown twin at this comparison mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
- Which is better maintained, dstack or dvc?
- dstack: Very active. dvc: Very active. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance.
- Where are the full trust reports for dstack and dvc?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: dstack trust report; dvc trust report.