Apache Druid
Druid 38 drops Java 17, recommends Java 25 and took longer to arrive than its predecessors
Comparison · Infra & APIs
Incus vs Umbrel
A side-by-side editorial comparison of Incus and Umbrel — release velocity, themes, recent moves, and the top alternatives to consider.
Incus vs Umbrel: 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 Umbrel?
umbrelOS 2.0 went final in September; 2.0.1 is a kernel patch with a Raspberry Pi stopgap.
umbrelOS 2.0 shipped on September 22 after two betas, bringing Photos, iPhone and Mac apps, Machines, multiple users, an MCP server, Storage Manager with FailSafe RAID, cloud downloads, GPU acceleration and automatic HTTPS. Beta 2 added agents that can create and use Machines while the owner watches. 2.0.1 on November 1 fixes CVE-2026-98432 with a patched kernel on x86 devices; Raspberry Pi has no fixed kernel yet, so umbrelOS blocks the traffic needed to trigger it.
Incus vs Umbrel: 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.
Umbrel
2.5INFRA · APIS
umbrelOS 2.0 went final in September; 2.0.1 is a kernel patch with a Raspberry Pi stopgap.
◆ Current state
umbrelOS 2.0 shipped on September 22 after two betas, bringing Photos, iPhone and Mac apps, Machines, multiple users, an MCP server, Storage Manager with FailSafe RAID, cloud downloads, GPU acceleration and automatic HTTPS. Beta 2 added agents that can create and use Machines while the owner watches. 2.0.1 on November 1 fixes CVE-2026-98432 with a patched kernel on x86 devices; Raspberry Pi has no fixed kernel yet, so umbrelOS blocks the traffic needed to trigger it.
◆ Where it's heading
Umbrel has moved from a server you visit to one that agents and phones use directly: per-agent tokens, background camera-roll backup and Finder integration all reduce the need to open the web interface. The first release after 2.0 is security maintenance, and that maintenance now covers a wider surface, from HEIC thumbnails to trusted certificate authorities.
◆ Prediction
Google Drive download, flagged as coming soon in the 2.0 notes, is the clearest next feature. A proper kernel fix for Raspberry Pi should replace the traffic block in a following update.
Alternatives to Incus and Umbrel
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 Umbrel.
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 Umbrel alternatives →
Recent activity from Incus and Umbrel
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 18h agoUmbrel2.0.1 patches a kernel network CVE, with a block on Raspberry Pi
- 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
- 1mo agoUmbrelumbrelOS 2.0 goes final with Photos, Machines and an MCP server
- 1mo agoUmbrelBeta 2: agents can drive Machines, search is redesigned
- 2mo agoUmbrelumbrelOS 2.0 Beta 1 ⚡
- 2mo agoIncusIncus 7.4 adds near-live migration and Secure Boot key management ⚡
- 3mo agoIncusNative Windows and macOS installers; QMP command timeouts
- 3mo agoUmbrelumbrelOS 1.7.4
- 3mo agoIncusFirst patch release on the 7.0 LTS branch
- 5mo agoUmbrelumbrelOS 1.7.3
Frequently asked questions
What is the difference between Incus and Umbrel?
They serve adjacent needs but don't currently overlap on shipped themes. Incus is currently shipping more aggressively (velocity 5.0 vs 2.5), 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 Incus better than Umbrel?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Incus is currently shipping more aggressively (velocity 5.0 vs 2.5), 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 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 Umbrel?
Top Umbrel alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Umbrel alternatives" section above for the current picks, or visit /alternatives/umbrel for the full list with editorial commentary on each.