Luigi vs Temporal
A side-by-side comparison of two self-hosted automation & workflows options — licensing, setup difficulty, resource needs, and what each one replaces.
| Feature | Luigi | Temporal |
|---|---|---|
| Deploy effort | Read-the-docs project | Under-an-hour setup |
| Health score | 90 · Excellent | 97 · Excellent |
| Category | Automation & Workflows | Automation & Workflows |
| License | Apache-2.0 | MIT |
| Language | Python | Go |
| Setup difficulty | Medium | Hard |
| Min. RAM | 256 MB | 2,048 MB |
| Deployment | bare-metal, binary, source | docker, kubernetes, helm |
| GitHub stars | ★ 18,777 | ★ 23,263 |
| First released | 2012 | 2019 |
| Replaces | AWS Step Functions | AWS Step Functions, Azure Logic Apps |
What are Luigi and Temporal?
Luigi
Luigi is a Python package that helps build complex pipelines of batch jobs. It handles dependency resolution, workflow management, visualization and failure handling for long-running data tasks.
- Dependency-driven batch pipelines
- Central scheduler with web UI
- Built-in support for Hadoop and databases
- Simple Python task model
Temporal
Temporal is an open-source platform for building durable, reliable workflows in code. It guarantees that long-running business processes survive failures, restarts and infrastructure changes.
- Durable execution guarantees
- Workflows written in general-purpose code
- Automatic retries and state persistence
- SDKs for many languages
Luigi vs Temporal: key differences
Luigi is written in Python, while Temporal is built with Go. Licensing differs — Apache-2.0 for Luigi versus MIT for Temporal. Luigi is the lighter option, starting around 256 MB of RAM against 2,048 MB for Temporal. Luigi is the more established project (first released 2012), while Temporal arrived in 2019. Temporal lists first-class Docker deployment; Luigi does not.
Why pick each one
Choose Luigi if…
- Lightweight and easy to start
- Created and used by Spotify
Watch out for
- Less actively developed than newer tools
Choose Temporal if…
- Extremely reliable for long workflows
- Strong multi-language support
Watch out for
- Operationally complex to self-host
Frequently asked questions
Is Luigi or Temporal better?
Neither is universally better. Temporal has the larger community, while Luigi is simpler to set up (medium difficulty). Choose based on the comparison table above and your own setup.
Are Luigi and Temporal free and open-source?
Yes. Luigi is licensed under Apache-2.0 and Temporal under MIT. Both can be self-hosted at no software cost.
Can I run Luigi and Temporal with Docker?
Luigi: check the project docs for container support. Temporal: yes.
Which is lighter on resources, Luigi or Temporal?
Luigi has the smaller minimum footprint at 256 MB of RAM, compared to about 2,048 MB for Temporal. Real-world usage depends on library size, user count, and enabled features.