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Comparison · Infra & APIs
Cobbler vs ToolJet
A side-by-side editorial comparison of Cobbler and ToolJet — release velocity, themes, recent moves, and the top alternatives to consider.
Cobbler vs ToolJet: at a glance
What is Cobbler?
Cobbler's 3.3 backport branch ships Leap 16 and Agama support, then has to re-cut the release
Cobbler's public releases are all 3.3-branch backports, and the branch just had its most substantial drop in nearly two years. 3.3.8 added import and manage support for openSUSE Leap 16 and its Agama installer, interactive and automatic XCP-ng network installs, and basic Python 3.13 support. It was withdrawn 76 minutes after it appeared because its CI packaging workflow never ran on the tag, and 3.3.9 re-shipped the same content once the PyPI publish action was fixed. Before that pair, recent history is dominated by the CVE-2024-47533 admin-API bypass, patched on both 3.3 and 3.2.
What is ToolJet?
ToolJet ships AI Builder release 4 to its LTS line, with Gemini 4 Argon support.
ToolJet's LTS v3.20.250 brings AI Builder release 4 into the enterprise edition, with cancellation handling and Gemini 4 Argon as a model option; v3.20.248 added workspace MCP OAuth with SSO login. The beta line spent the week on Node 22.23.4 for the October security release, file-permission and license-check fixes, a page-panel crash fix, and an environment flag that limits ToolJet Database edits to admins.
Cobbler vs ToolJet: editorial side-by-side
Cobbler
5.0INFRA · APIS
Cobbler's 3.3 backport branch ships Leap 16 and Agama support, then has to re-cut the release
◆ Current state
Cobbler's public releases are all 3.3-branch backports, and the branch just had its most substantial drop in nearly two years. 3.3.8 added import and manage support for openSUSE Leap 16 and its Agama installer, interactive and automatic XCP-ng network installs, and basic Python 3.13 support. It was withdrawn 76 minutes after it appeared because its CI packaging workflow never ran on the tag, and 3.3.9 re-shipped the same content once the PyPI publish action was fixed. Before that pair, recent history is dominated by the CVE-2024-47533 admin-API bypass, patched on both 3.3 and 3.2.
◆ Where it's heading
The branch is tracking new installer and distro ecosystems rather than winding down: Agama and XCP-ng are current targets, and Python 3.13 support keeps the package installable on newer hosts. Release engineering is the weak point, and the entries show why - SHA-pinning GitHub Actions inside CI is what broke the publish step, at the cost of a same-day defunct-and-replace. Feature work continues to arrive as rollups from main rather than as branch-native development.
◆ Prediction
Expect the next 3.3.x tag to be another backport rollup, with CI hardening following the 3.3.9 failure. Whether the main line cuts a 3.4 is not something these entries show.
ToolJet
5.0INFRA · APIS
ToolJet ships AI Builder release 4 to its LTS line, with Gemini 4 Argon support.
◆ Current state
ToolJet's LTS v3.20.250 brings AI Builder release 4 into the enterprise edition, with cancellation handling and Gemini 4 Argon as a model option; v3.20.248 added workspace MCP OAuth with SSO login. The beta line spent the week on Node 22.23.4 for the October security release, file-permission and license-check fixes, a page-panel crash fix, and an environment flag that limits ToolJet Database edits to admins.
◆ Where it's heading
The AI Builder work that sat in beta is now reaching LTS customers, alongside MCP connections that respect SSO. Most other changes on both lines are security bumps and hardening, which fits a product selling to enterprises that run the LTS track.
◆ Prediction
Expect AI Builder to keep adding models and EE controls on LTS, and more admin-level permission flags like the database-edit restriction.
Alternatives to Cobbler and ToolJet
Other Infra & APIs products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either Cobbler or ToolJet.
NetBird
NetBird's second v0.82 candidate keeps the MySQL removal and deprecates Rosenpass.
GitHub
At Universe, GitHub folds Copilot into Enterprise seats and lets Copilot Fusion pick the model.
incident.io
incident.io's agent now runs your team's own tools, with a human approval before any change.
Apache Airflow
Airflow 3.4 reaches its first release candidate, a week after the 10-20 provider wave.
Redocly
Redocly's reunite.agent gets per-duty cron schedules, rules and source repos.
See all Cobbler alternatives → · See all ToolJet alternatives →
Recent activity from Cobbler and ToolJet
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d agoToolJetv3.21.86-beta: AI Builder sync, keyboard a11y, signup toggle fix
- 2d agoToolJetv3.20.251-lts: license-check and promo-code fixes
- 2d agoToolJetv3.21.85-beta: code search in the App Builder sidebar
- 3d agoToolJetv3.20.250-lts: AI Builder release 4 with Gemini 4 Argon
- 6d agoToolJetv3.21.84-beta: fix crash when adding a page
- 6d agoToolJetv3.21.83-beta: flag to limit ToolJet Database edits to admins
- 2mo agoCobbler3.3.8 re-cut after fixing the PyPI publish workflow
- 2mo agoCobblerLeap 16 and Agama support, withdrawn as defunct
- 3mo agoCobblerCVE-2024-47533 backported to the 3.2 branch
- 1y agoCobblerCVE-2024-47533: API admin authentication bypass fixed
- 2y agoCobblerEFI support added to cobbler buildiso
- 2y agoCobblerLazy collection loading and UUID, MAC and IP indices
Frequently asked questions
What is the difference between Cobbler and ToolJet?
They serve adjacent needs but don't currently overlap on shipped themes. Cobbler and ToolJet are shipping at a similar cadence (velocity 5.0 vs 5.0, both within Sparkpulse's "active" band). See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is Cobbler better than ToolJet?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Cobbler and ToolJet are shipping at a similar cadence (velocity 5.0 vs 5.0, both within Sparkpulse's "active" band). For your specific use case, the alternatives sections above list other Infra & APIs products to evaluate alongside.
What are the best alternatives to Cobbler?
Top Cobbler alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Cobbler alternatives" section above for the current picks, or visit /alternatives/cobbler for the full list with editorial commentary on each.
What are the best alternatives to ToolJet?
Top ToolJet alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "ToolJet alternatives" section above for the current picks, or visit /alternatives/tooljet for the full list with editorial commentary on each.