Apache Pinot
Pinot 1.6 adds SQL DDL and vector backends, and now needs Java 25 to run its services.
Comparison · Infra & APIs
Gitness vs Incus
A side-by-side editorial comparison of Gitness and Incus — release velocity, themes, recent moves, and the top alternatives to consider.
Gitness vs Incus: at a glance
What is Gitness?
Harness Open Source last shipped in August 2025, on this feed at least
The feed holds two releases of Harness Open Source, tracked here as Gitness. v3.2.0 in May 2025 added Git LFS, default reviewers through branch rules and a Revert PR option; v3.3.0 that August added tag rules, a PR dashboard upgrade with favourite repositories, and a fix for a Git LFS upload path flaw. Nothing newer appears here.
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.
Gitness vs Incus: editorial side-by-side
Gitness
0.0INFRA · APIS
Harness Open Source last shipped in August 2025, on this feed at least
◆ Current state
The feed holds two releases of Harness Open Source, tracked here as Gitness. v3.2.0 in May 2025 added Git LFS, default reviewers through branch rules and a Revert PR option; v3.3.0 that August added tag rules, a PR dashboard upgrade with favourite repositories, and a fix for a Git LFS upload path flaw. Nothing newer appears here.
◆ Where it's heading
Both releases deepen code-hosting governance: branch rules, then tag rules, plus review routing through Code Owners. That is parity work against established Git hosts rather than a new direction. With entries more than a year old, the feed shows where the project was heading in 2025, not where it is now.
◆ Prediction
The entries do not support a confident call: there is no release in this feed after v3.3.0, so it is unclear whether the project slowed or the feed stopped tracking it.
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.
Alternatives to Gitness and Incus
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 Gitness or Incus.
Greenbone Vulnerability Manager
Greenbone's gvmd starts on Active Directory credentials as report exports settle.
Bugsnag
Bugsnag names GraphQL operations and lets iOS teams attach context to app hangs.
ManageEngine Applications Manager
ManageEngine Applications Manager adds GaussDB monitoring and deepens APM Insight alarms.
Apache Druid
Druid 38 drops Java 17, recommends Java 25 and took longer to arrive than its predecessors
Okta
Okta adds TypeScript to its Cross App Access guides and dates the end of Classic Engine features
See all Gitness alternatives → · See all Incus alternatives →
Recent activity from Gitness and Incus
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 2d agoIncus18 security fixes, SR-IOV NIC live migration and multifd
- 16d agoIncusSecond patch on the 7.0 LTS branch
- 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
- 1y agoGitnessHarness Open Source 3.3: tag rules, PR dashboard, LFS path fix
- 1y agoGitnessHarness Open Source 3.2: Git LFS, default reviewers, Revert PR
Frequently asked questions
What is the difference between Gitness and Incus?
They serve adjacent needs but don't currently overlap on shipped themes. Incus is currently shipping more aggressively (velocity 5.0 vs 0.0), with 0 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is Gitness better than Incus?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Incus is currently shipping more aggressively (velocity 5.0 vs 0.0), with 0 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Infra & APIs products to evaluate alongside.
What are the best alternatives to Gitness?
Top Gitness alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Gitness alternatives" section above for the current picks, or visit /alternatives/gitness for the full list with editorial commentary on each.
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.