Apache Druid
Druid 38 drops Java 17, recommends Java 25 and took longer to arrive than its predecessors
Comparison · Infra & APIs
Incus vs Nautobot
A side-by-side editorial comparison of Incus and Nautobot — release velocity, themes, recent moves, and the top alternatives to consider.
Incus vs Nautobot: at a glance
What is Incus?
Incus 7.6 fixes 18 security issues, eight critical, and adds SR-IOV NIC live migration
Incus 7.6, released October 30, carries 18 security fixes, eight rated critical, many of them about restricted projects reaching the default project or the host, plus an authentication bypass through unverified client certificate chains. Its features aim at larger environments: live migration for VMs using SR-IOV NICs, multifd for VM live migration, cluster healing options, compression for block volumes, and OIDC opaque tokens. 7.5 before it added live migration between projects, cluster metrics and NVIDIA GPU cliques. The 7.0 LTS branch received a second patch, 7.0.2, with no described changes.
What is Nautobot?
Nautobot's October releases are a permissions audit: objects users can't view kept leaking.
Nautobot's 3.2 and 2.4 lines have shipped same-day security releases every two weeks since September. v3.2.8 and v2.4.45 lead with stored XSS fixes and a long run of cases where jobs, imports and REST related-object handling accepted or revealed objects the user could not view, including other users' API tokens. v3.2.7 and v2.4.44 closed a Jinja2 sandbox escape and added timeouts for regular-expression evaluation. v3.2.6 moved SSO login to HTTP POST, breaking bookmarked SSO URLs.
Incus vs Nautobot: editorial side-by-side
Incus
5.0INFRA · APIS
Incus 7.6 fixes 18 security issues, eight critical, and adds SR-IOV NIC live migration
◆ Current state
Incus 7.6, released October 30, carries 18 security fixes, eight rated critical, many of them about restricted projects reaching the default project or the host, plus an authentication bypass through unverified client certificate chains. Its features aim at larger environments: live migration for VMs using SR-IOV NICs, multifd for VM live migration, cluster healing options, compression for block volumes, and OIDC opaque tokens. 7.5 before it added live migration between projects, cluster metrics and NVIDIA GPU cliques. The 7.0 LTS branch received a second patch, 7.0.2, with no described changes.
◆ Where it's heading
Live migration is still the through-line: 7.4 made it near-live for dependent disks, 7.5 took it across projects, and 7.6 extends it to VMs using SR-IOV NICs. The other thread is multi-tenancy under scrutiny. The size of the 7.6 security batch, with several critical items in project isolation, shows that restricted projects are now being tested as a real boundary, and the release adds a build and threat model for Anthropic's OSS Scanner.
◆ Prediction
Expect a 7.6.x patch or further security fixes, because the project-isolation findings cover a wide surface. The monthly feature cadence should continue with more live-migration throughput work, given multifd and the throughput improvements in this release.
Nautobot
5.0INFRA · APIS
Nautobot's October releases are a permissions audit: objects users can't view kept leaking.
◆ Current state
Nautobot's 3.2 and 2.4 lines have shipped same-day security releases every two weeks since September. v3.2.8 and v2.4.45 lead with stored XSS fixes and a long run of cases where jobs, imports and REST related-object handling accepted or revealed objects the user could not view, including other users' API tokens. v3.2.7 and v2.4.44 closed a Jinja2 sandbox escape and added timeouts for regular-expression evaluation. v3.2.6 moved SSO login to HTTP POST, breaking bookmarked SSO URLs.
◆ Where it's heading
Permissions were already the sustained theme in August, and the work has moved from Saved Views to the general paths every App relies on. New helpers such as restrict_queryset() and mock_wsgi_request() in the apps API, plus the fixes in WritableNestedSerializer, hand the same checks to App developers. The number of advisories per release points to a systematic review rather than a single report.
◆ Prediction
Expect App authors to be pointed at those helpers, and further advisories in the same object-visibility class in the next paired releases. v3.2.8's warning that Pillow 13 cannot run on Python 3.10 makes that version's support the likely next removal.
Alternatives to Incus and Nautobot
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 Incus or Nautobot.
Okta
Okta adds TypeScript to its Cross App Access guides and dates the end of Classic Engine features
Gitness
Harness Open Source last shipped in August 2025, on this feed at least
Payload CMS
Payload's v4 beta ships every few days, and most of the risk sits in the breaking-change notes
Scalar
Scalar is testing demand for hosting from inside localhost
DNSimple
DNSimple's Erlang DNS stack now handles 14% more queries per second, with no C involved
See all Incus alternatives → · See all Nautobot alternatives →
Recent activity from Incus and Nautobot
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 2d agoIncus18 security fixes, SR-IOV NIC live migration and multifd
- 5d agoNautobotv3.2.8: object-visibility fixes, stored XSS and permission helpers
- 5d agoNautobotv2.4.45: visibility and XSS fixes reach the 2.4 line
- 16d agoIncusSecond patch on the 7.0 LTS branch
- 19d agoNautobotv3.2.7: Jinja2 sandbox escape closed, regex timeouts added
- 19d agoNautobotv2.4.44: Jinja2 sandbox escape closed, regex timeouts added
- 1mo agoNautobotv3.2.6: SSO login moves to POST, job log permission fixed
- 1mo agoNautobotv2.4.43: cable trace and job log permission fixes
- 1mo agoIncusLive migration across projects, cluster metrics, NVIDIA GPU cliques
- 2mo agoIncusIncus 7.4 adds near-live migration and Secure Boot key management ⚡
- 3mo agoIncusNative Windows and macOS installers; QMP command timeouts
- 3mo agoIncusFirst patch release on the 7.0 LTS branch
Frequently asked questions
What is the difference between Incus and Nautobot?
They serve adjacent needs but don't currently overlap on shipped themes. Incus and Nautobot 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 Incus better than Nautobot?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Incus and Nautobot 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 Incus?
Top Incus alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Incus alternatives" section above for the current picks, or visit /alternatives/incus for the full list with editorial commentary on each.
What are the best alternatives to Nautobot?
Top Nautobot alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Nautobot alternatives" section above for the current picks, or visit /alternatives/nautobot for the full list with editorial commentary on each.