head to head · open source
Airbyte vs doit
Airbyte has 22,082 GitHub stars, 5,350 forks, 2,395 open issues and last shipped yesterday. doit has 2,084 stars, 195 forks, 94 open issues and last shipped 7 months ago. Airbyte leads on adoption by 960% (22,082 vs 2,084 stars). Airbyte is written in Python under a custom or non-standard licence; doit is written in Python under MIT. Airbyte has attracted 24% as many forks as stars, doit 9%. Airbyte was the more recently maintained of the two, and both are self-hostable with no licence fee. The two share 1 topic tag (data-pipeline), so they are genuine substitutes rather than adjacent tools.
Two open source projects, one decision. Both are free and self-hostable — the differences are community size, license terms, language stack and release pace.
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Side by side
| Airbyte | doit | |
|---|---|---|
| GitHub stars | ★ 22K | ★ 2.1K |
| License | Custom / other | MIT |
| Written in | Python | Python |
| Last push | 2026-09-17 | 2026-02-12 |
| Forks | ⑂ 5.3K | ⑂ 195 |
| Self-hosting | Yes | Yes |
| Data ownership | Your server | Your server |
pick Airbyte if
- You weight community size — 22K stars and counting
- You want the Custom / other license terms
- Your stack matches Python
- You value the larger contributor base for long-term maintenance
pick doit if
- You want the doit feature set and don't need the biggest community
- You prefer the MIT license terms
- Your stack matches Python
- You evaluated both and doit fits your workflow better
About Airbyte
Airbyte open source data movement project. It lives in data engineering and data integration ecosystem. It moves data from APIs, databases, and files into warehouses, data lakes, and AI applications. It supports ELT and ETL pipelines. It also supports AI agents needing business data.
read the full Airbyte overview →
About doit
doit is a Python command line task management and automation tool. It lives in the Python ecosystem and is distributed under the MIT license. Users define tasks in Python functions or dictionaries inside a dodo.py file, then run those tasks from the command line.
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Frequently asked questions
Is Airbyte or doit more popular?
Airbyte has 22,082 GitHub stars and doit has 2,084. Airbyte has the larger community by that measure.
Are Airbyte and doit free?
Both are open source. Airbyte has no licence declared in this registry, and doit is licensed under MIT. Both are free to self-host.
What is the difference between Airbyte and doit?
Airbyte is written in Python and doit in Python. The practical differences are community size, licence terms, language stack and release cadence — all compared in the table above.
Which should I choose, Airbyte or doit?
Choose Airbyte if you want the larger community (22,082 stars) or its Custom / other licence terms. Choose doit if its feature set, stack or MIT licence fits better. Both are self-hostable.