Apache Druid
Druid 38 drops Java 17, recommends Java 25 and took longer to arrive than its predecessors
Comparison · Infra & APIs
Elasticsearch vs Incus
A side-by-side editorial comparison of Elasticsearch and Incus — release velocity, themes, recent moves, and the top alternatives to consider.
Elasticsearch vs Incus: at a glance
What is Elasticsearch?
Elastic moves to 9.5 and takes cross-project search GA on Serverless.
Elastic Stack is now maintained on the 9.5, 9.4 and 8.19 lines, with patch releases arriving together across branches. The one substantive move is cross-project search reaching GA on Serverless, which links projects and queries them from one Discover or ES|QL session.
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.
Elasticsearch vs Incus: editorial side-by-side
Elasticsearch
0.0INFRA · APISANALYTICS
Elastic moves to 9.5 and takes cross-project search GA on Serverless.
◆ Current state
Elastic Stack is now maintained on the 9.5, 9.4 and 8.19 lines, with patch releases arriving together across branches. The one substantive move is cross-project search reaching GA on Serverless, which links projects and queries them from one Discover or ES|QL session.
◆ Where it's heading
Serverless is where the feature work shows up: cross-project search and Azure Private Link both landed there in about a month. The self-managed lines are getting steady patch trains, which keeps 8.19 viable as a long-lived branch.
◆ Prediction
Expect further Serverless parity with self-managed cluster features, and continued patch trains across branches. The patch notes shown here do not support a more specific call.
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 Elasticsearch 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 Elasticsearch or Incus.
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 Elasticsearch alternatives → · See all Incus alternatives →
Recent activity from Elasticsearch 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 agoElasticsearchElastic Stack 9.5.3: maintenance release
- 2mo agoElasticsearchElastic Stack 9.4.6: maintenance release
- 2mo agoElasticsearchElastic Stack 8.19.21: maintenance release
- 2mo agoElasticsearchElastic announces GA of cross-project search on Serverless, enabling teams to query across all linked projects without moving a byte
- 2mo agoIncusIncus 7.4 adds near-live migration and Secure Boot key management ⚡
- 2mo agoElasticsearchElastic Stack 9.5.2: maintenance release
- 2mo agoElasticsearchElastic Stack 9.4.5 released
- 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 Elasticsearch 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 Elasticsearch 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 Elasticsearch?
Top Elasticsearch alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Elasticsearch alternatives" section above for the current picks, or visit /alternatives/elasticsearch 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.