head to head · open source
debezium vs doit
debezium has 13,129 GitHub stars, 3,042 forks, 131 open issues and last shipped yesterday. doit has 2,084 stars, 195 forks, 94 open issues and last shipped 7 months ago. debezium leads on adoption by 530% (13,129 vs 2,084 stars). debezium is written in Java under Apache-2.0; doit is written in Python under MIT. debezium has attracted 23% as many forks as stars, doit 9%. debezium was the more recently maintained of the two, and both are self-hostable with no licence fee. The two share 2 topic tags (data-pipeline, hacktoberfest), 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
| debezium | doit | |
|---|---|---|
| GitHub stars | ★ 13K | ★ 2.1K |
| License | Apache-2.0 | MIT |
| Written in | Java | Python |
| Last push | 2026-09-17 | 2026-02-12 |
| Forks | ⑂ 3.0K | ⑂ 195 |
| Self-hosting | Yes | Yes |
| Data ownership | Your server | Your server |
pick debezium if
- You weight community size — 13K stars and counting
- You want the Apache-2.0 license terms
- Your stack matches Java
- 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 debezium
Debezium is an open source, low latency change data capture (CDC) platform that monitors databases and turns every row level change into an ordered event stream that applications consume, and it is built for Java teams already running Apache Kafka and Kafka Connect.
read the full debezium 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 debezium or doit more popular?
debezium has 13,129 GitHub stars and doit has 2,084. debezium has the larger community by that measure.
Are debezium and doit free?
Both are open source. debezium is licensed under Apache-2.0 and doit under MIT. Neither carries a licence fee.
What is the difference between debezium and doit?
debezium is written in Java 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, debezium or doit?
Choose debezium if you want the larger community (13,129 stars) or its Apache-2.0 licence terms. Choose doit if its feature set, stack or MIT licence fits better. Both are self-hostable.