Comparison
hamilton vs databend
Verdict
Pick hamilton if apache Hamilton aids Python data environments by enabling modular, self-documenting dataflows with lineage/tracing and metadata support; pick databend if data Agent Ready Warehouse built in Rust for analytics, search, AI, and more within a unified architecture on top of your S3 storage.
Markdown twin · hamilton alternatives · databend alternatives
GraphCanon updated 2w
vs
Trust & integrity
| Signal | hamilton | databend |
|---|---|---|
| Maintenance | Very active (1d since push) As of 2w · github_public_v1 | Very active (0d since push) As of 4w · github_public_v1 |
| Provenance | Not a fork · Organization account As of 2w · github_public_v1 | Not a fork · Organization account As of 4w · 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
- hamilton
- Modular dataflow definition for Python environments
- databend
- All-in-One Data Warehouse: Analytics, Search, AI, and Python Sandboxing Reimagined From Scratch.
Stars
- hamilton
- 2.6k
- databend
- 9.4k
Forks
- hamilton
- 203
- databend
- 896
Open issues
- hamilton
- 148
- databend
- 534
Language
- hamilton
- Jupyter Notebook
- databend
- Rust
Adopt for
- hamilton
- Apache Hamilton aids Python data environments by enabling modular, self-documenting dataflows with lineage/tracing and metadata support.
- databend
- Data Agent Ready Warehouse built in Rust for analytics, search, AI, and more within a unified architecture on top of your S3 storage.
Persona
- hamilton
- -
- databend
- -
Runtime
- hamilton
- -
- databend
- -
License
- hamilton
- Apache-2.0
- databend
- Other
Last pushed
- hamilton
- Aug 1, 2026
- databend
- Jul 21, 2026
Categories
- hamilton
- Data & Retrieval, Developer Tools
- databend
- Data & Retrieval, Vector Databases
Trust and health
Days since push
- hamilton
- 1d
- databend
- 0d
Open issues (now)
- hamilton
- 148
- databend
- 534
Full report
- hamilton
- Trust report
- databend
- Trust report
Choose hamilton if…
- hamilton is primarily Jupyter Notebook; databend is Rust.
- License: hamilton is Apache-2.0, databend is Other.
- Tags unique to hamilton: dag, data-analysis, data-engineering, data-science.
- Also covers Developer Tools.
- Requires detailed lineage and tracing in Python-based ETL processes
When NOT to use hamilton
- Working exclusively within a non-Python environment where broader platform support is needed
- Projects that do not require extensive metadata capture or lineage tracking capabilities
Choose databend if…
- databend is primarily Rust; hamilton is Jupyter Notebook.
- License: databend is Other, hamilton is Apache-2.0.
- Tags unique to databend: ai, bigdata, cloud-native, database.
- Also covers Vector Databases.
- - When you need a unified data platform that can handle analytics, search, and AI all from one interface, with support for vector database functions.
When NOT to use databend
- - When specific integration requirements are outside of S3 support, as Databend focuses on this particular ecosystem.
- - For organizations that cannot or prefer not to use technologies built in Rust due to team expertise or existing tech stack conflicts.
- - If your primary need is for a solution that heavily integrates with Elasticsearch given the competitive landscape and features it offers.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (apache/hamilton) · observed Aug 3, 2026
- GitHub forks (apache/hamilton) · observed Aug 3, 2026
- Last push (apache/hamilton) · observed Aug 1, 2026
- License file (Apache-2.0) · observed Aug 3, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (databendlabs/databend) · observed Jul 21, 2026
- GitHub forks (databendlabs/databend) · observed Jul 21, 2026
- Last push (databendlabs/databend) · observed Jul 21, 2026
- License file (Other) · observed Jul 21, 2026
- Decision facts (enrichment) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: hamilton 2.6k · databend 9.4k (synced Aug 3, 2026).
Common questions
- What is the difference between hamilton and databend?
- hamilton: Modular dataflow definition for Python environments. databend: All-in-One Data Warehouse: Analytics, Search, AI, and Python Sandboxing Reimagined From Scratch.. See the comparison table for live GitHub stats and shared categories.
- When should I choose hamilton over databend?
- Choose hamilton over databend when hamilton is primarily Jupyter Notebook; databend is Rust; License: hamilton is Apache-2.0, databend is Other; Tags unique to hamilton: dag, data-analysis, data-engineering, data-science; Also covers Developer Tools; Requires detailed lineage and tracing in Python-based ETL processes.
- When should I choose databend over hamilton?
- Choose databend over hamilton when databend is primarily Rust; hamilton is Jupyter Notebook; License: databend is Other, hamilton is Apache-2.0; Tags unique to databend: ai, bigdata, cloud-native, database; Also covers Vector Databases; - When you need a unified data platform that can handle analytics, search, and AI all from one interface, with support for vector database functions.
- When should I avoid hamilton?
- Working exclusively within a non-Python environment where broader platform support is needed Projects that do not require extensive metadata capture or lineage tracking capabilities
- When should I avoid databend?
- - When specific integration requirements are outside of S3 support, as Databend focuses on this particular ecosystem. - For organizations that cannot or prefer not to use technologies built in Rust due to team expertise or existing tech stack conflicts. - If your primary need is for a solution that heavily integrates with Elasticsearch given the competitive landscape and features it offers.
- Is hamilton or databend more popular on GitHub?
- databend has more GitHub stars (9,389 vs 2,557). Stars measure visibility, not whether either tool fits your constraints.
- Are hamilton and databend open source?
- Yes - both are open-source projects on GitHub (hamilton: Apache-2.0, databend: Other).
- Where can I find alternatives to hamilton or databend?
- GraphCanon lists graph-backed alternatives at hamilton alternatives and databend alternatives (hamilton markdown twin, databend 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, hamilton or databend?
- hamilton: Very active. databend: 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 hamilton and databend?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: hamilton trust report; databend trust report.