--- title: "ballerine vs dagster" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/ballerine-io-ballerine-vs-dagster-io-dagster" tools: ["ballerine-io-ballerine", "dagster-io-dagster"] --- # ballerine vs dagster *GraphCanon updated Sep 20, 2026* ## Verdict Pick ballerine if ballerine is an open-source infrastructure and data orchestration platform for risk decisioning that supports areas such as compliance, fraud detection and identity verification; pick dagster if dagster is an open-source orchestration platform developed in Python for managing and observing data pipelines and workflows. [ballerine](https://www.ballerine.com) reports 2.4k GitHub stars, 311 forks, and 20 open issues, last pushed Sep 17, 2026. [dagster](https://dagster.io) has 16k stars, 2.3k forks, and 2.6k open issues, last pushed Sep 11, 2026. Figures are from public GitHub metadata via [ballerine's repository](https://github.com/ballerine-io/ballerine) and [dagster's repository](https://github.com/dagster-io/dagster). | | [ballerine](/tools/ballerine-io-ballerine.md) | [dagster](/tools/dagster-io-dagster.md) | | --- | --- | --- | | Tagline | Open-source infrastructure and data orchestration platform for risk decisioning | An orchestration platform for data assets | | Stars | 2,434 | 16,144 | | Forks | 311 | 2,290 | | Open issues | 20 | 2,587 | | Language | TypeScript | Python | | Adopt for | Ballerine is an open-source infrastructure and data orchestration platform for risk decisioning that supports areas such as compliance, fraud detection and identity verification. | Dagster is an open-source orchestration platform developed in Python for managing and observing data pipelines and workflows. | | Persona | - | - | | Runtime | - | - | | License | The platform is under Other license, which means specific terms are provided beyond the information publicly available. | Apache-2.0 | | Categories | Evaluation & Observability | Data & Retrieval, Evaluation & Observability | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [ballerine](/tools/ballerine-io-ballerine.md) | [dagster](/tools/dagster-io-dagster.md) | | --- | --- | --- | | Days since push | 1d | 2d | | Open issues (now) | 20 | 2.6k | | Stars delta | +13 (30d) | +195 (30d) | | Open issues delta | +11 (30d) | -9 (30d) | | Full report | [trust report](/tools/ballerine-io-ballerine/trust.md) | [trust report](/tools/dagster-io-dagster/trust.md) | ## Decision facts: ballerine - **Pricing:** freemium - While Ballerine has an open-source repository that is not currently supported, commercial SaaS options may be available for a fee. - **Adopt for:** Ballerine is an open-source infrastructure and data orchestration platform for risk decisioning that supports areas such as compliance, fraud detection and identity verification. - **License detail:** The platform is under Other license, which means specific terms are provided beyond the information publicly available. ## Decision facts: dagster - **Adopt for:** Dagster is an open-source orchestration platform developed in Python for managing and observing data pipelines and workflows. ## Choose when ### Choose ballerine if… - ballerine is primarily TypeScript; dagster is Python. - License: ballerine is Other, dagster is Apache-2.0. - Pricing: While Ballerine has an open-source repository that is not currently supported, commercial SaaS options may be available for a fee.. - Tags unique to ballerine: back-office, compliance, data-orchestration, fraud-detection. - When you are working in the payment sector or run a Fintech company and need tools to automate decisions during the customer lifecycle. ### Choose dagster if… - dagster is primarily Python; ballerine is TypeScript. - License: dagster is Apache-2.0, ballerine is Other. - Tags unique to dagster: data-engineering, data-orchestrator, etl, mlops. - Also covers Data & Retrieval. - When your project requires an Apache-2.0 licensed tool allowing broader reuse and modification of code. ## When NOT to use ballerine - If you require immediate support or are unable to wait as Ballerine is currently undergoing a major rebuild and is not actively supported at this time. - When your risk management needs do not align with automated workflows, rule engines, or third-party plugin systems, suggesting a more traditional approach might be better. ## When NOT to use dagster - If you are restricted to proprietary or non-open-source licenses, as Dagster's Apache-2.0 might not align with compliance requirements. - In environments where Python is not a preferred language, considering Dagster requires good knowledge of the Python ecosystem. - For teams that do not require or benefit from extensive documentation and hands-on tutorials for onboarding. - If specific features or integrations crucial to your workflow are found lacking in comparison to competitors. ## Common questions ### What is the difference between ballerine and dagster? ballerine: Open-source infrastructure and data orchestration platform for risk decisioning. dagster: An orchestration platform for data assets. See the comparison table for live GitHub stats and shared categories. ### When should I choose ballerine over dagster? Choose ballerine over dagster when ballerine is primarily TypeScript; dagster is Python; License: ballerine is Other, dagster is Apache-2.0; Pricing: While Ballerine has an open-source repository that is not currently supported, commercial SaaS options may be available for a fee.; Tags unique to ballerine: back-office, compliance, data-orchestration, fraud-detection; When you are working in the payment sector or run a Fintech company and need tools to automate decisions during the customer lifecycle. ### When should I choose dagster over ballerine? Choose dagster over ballerine when dagster is primarily Python; ballerine is TypeScript; License: dagster is Apache-2.0, ballerine is Other; Tags unique to dagster: data-engineering, data-orchestrator, etl, mlops; Also covers Data & Retrieval; When your project requires an Apache-2.0 licensed tool allowing broader reuse and modification of code. ### When should I avoid ballerine? If you require immediate support or are unable to wait as Ballerine is currently undergoing a major rebuild and is not actively supported at this time. When your risk management needs do not align with automated workflows, rule engines, or third-party plugin systems, suggesting a more traditional approach might be better. ### When should I avoid dagster? If you are restricted to proprietary or non-open-source licenses, as Dagster's Apache-2.0 might not align with compliance requirements. In environments where Python is not a preferred language, considering Dagster requires good knowledge of the Python ecosystem. For teams that do not require or benefit from extensive documentation and hands-on tutorials for onboarding. If specific features or integrations crucial to your workflow are found lacking in comparison to competitors. ### Is ballerine or dagster more popular on GitHub? dagster has more GitHub stars (16,144 vs 2,434). Stars measure visibility, not whether either tool fits your constraints. ### Are ballerine and dagster open source? Yes - both are open-source projects on GitHub (ballerine: Other, dagster: Apache-2.0). ### Where can I find alternatives to ballerine or dagster? GraphCanon lists graph-backed alternatives at [ballerine alternatives](/tools/ballerine-io-ballerine/alternatives) and [dagster alternatives](/tools/dagster-io-dagster/alternatives) ([ballerine markdown twin](/tools/ballerine-io-ballerine/alternatives.md), [dagster markdown twin](/tools/dagster-io-dagster/alternatives.md)), 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](/compare/ballerine-io-ballerine-vs-dagster-io-dagster.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, ballerine or dagster? ballerine: Very active. dagster: 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 ballerine and dagster? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [ballerine trust report](/tools/ballerine-io-ballerine/trust); [dagster trust report](/tools/dagster-io-dagster/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=ballerine-io-ballerine`](/api/graphcanon/graph?tool=ballerine-io-ballerine) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_