DEVOPS
GitHub sets a December 8 cutoff for ARM32 Actions runners and opens AI Scan to the API.
Alternatives · developer tools
Incus alternatives
The best Incus alternatives in developer tools, ranked by Sparkpulse's velocity_score.
Updated Nov 14, 2026
Looking for the best alternatives to Incus? Sparkpulse tracks and ranks 12 alternatives in developer tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, Incus shipped 0 meaningful updates in the last 30 days and carries a velocity score of 5.0 out of 10 in 2026. The alternatives below are ranked the same way, so you're comparing real release momentum, not marketing claims.
About 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.
Velocity 5.0 · Last update 12d ago
Top 12 alternatives to Incus
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
INFRA · APIS
Airflow's Go, Java and TypeScript SDKs all reach 1.0 on the same day.
INFRA · APIS
Prowler 5.49 asks a new question after each scan: which of your servers run an image under attack?
INFRA · APIS
Chromatic opens a beta that lets coding agents read and fix visual test failures.
INFRA · APIS
Ably's AI Transport hits 1.0 and plugs straight into Vercel's useChat with resumable streams.
INFRA · APIS
CircleCI's SSH reruns now open from the browser, through one trusted address.
INFRA · APIS
Hatchet chases DAG crash loops through three engine patches in a day.
INFRA · APIS
GravityKit folds every GravityView extension into one Pro plugin.
INFRA · APIS
Payload's v4 beta.9 keeps every past image crop and raises the Node floor again.
INFRA · APIS
Nautobot 3.3 alpha 2 adds test helpers and a cable location filter after 3.2.9's token-leak fix.
INFRA · APIS
Shuffle tags builds almost daily, but the notes are empty.
INFRA · APIS
Wazuh hardens its 4.14 line while 5.0 rebuilds how agents talk to the manager.
Incus vs alternatives — shipping velocity at a glance
Velocity score (0–10) and meaningful releases shipped in the last 30 days, from official changelogs. Higher = shipping faster.
| Product | Velocity | Sparks · 30d | Focus areas | Latest release |
|---|---|---|---|---|
| Incus (baseline) | 5.0 | 0 | container managerlive migrationsr-iov | Incus 7.4 adds near-live migration and Secure Boot key management |
| GitHub | 10.0 | 0 | copilotcode-securityactions | — |
| Apache Airflow | 7.5 | 1 | workflow orchestrationdata engineeringmulti-language sdks | Apache Airflow Java SDK 1.0.0 |
| Prowler | 7.5 | 2 | cloud-securityvulnerability managementexploitability | Prowler 5.49 matches cloud instances against threat signatures |
| Chromatic | 7.5 | 2 | visual-testingai-agentsreact-native | Chromatic for agents beta |
| Ably | 7.5 | 2 | ai transportrealtime messagingagents | AI Transport 1.0 makes Ably a resumable transport for AI chat |
| CircleCI | 6.3 | 0 | ci/cddebuggingapi deprecation | — |
| Hatchet | 6.3 | 0 | durable-executionreliabilitysdks | — |
| GravityKit | 5.0 | 0 | wordpressformsno-code | — |
| Payload CMS | 5.0 | 0 | headless-cmsv4-betafile-uploads | — |
| Nautobot | 5.0 | 0 | network-automationsecuritypermissions | — |
| Shuffle | 5.0 | 0 | security-automationsoaropen-source | — |
| Wazuh | 5.0 | 0 | siemendpoint-securityopen-source | — |
The 12 best Incus alternatives, in depth
1. GitHub · velocity 10.0
GitHub sets a December 8 cutoff for ARM32 Actions runners and opens AI Scan to the API.
Its velocity score of 10.0/10 reflects longer-term release cadence.
Where Incus leans on container manager, live migration and sr iov, GitHub focuses on copilot, code security and actions.
GitHub and Incus have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
2. Apache Airflow · velocity 7.5
Airflow's Go, Java and TypeScript SDKs all reach 1.0 on the same day.
Over the last 30 days Apache Airflow shipped 1 meaningful update vs Incus's 0, most recently “Apache Airflow Java SDK 1.0.0”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Incus leans on container manager, live migration and sr iov, Apache Airflow focuses on workflow orchestration, data engineering and multi language sdks.
Over the last 30 days Apache Airflow has been shipping faster than Incus — a point in its favour if release momentum matters to you.
Full Apache Airflow trajectory → · Compare Incus vs Apache Airflow →
3. Prowler · velocity 7.5
Prowler 5.49 asks a new question after each scan: which of your servers run an image under attack?
Over the last 30 days Prowler shipped 2 meaningful updates vs Incus's 0, most recently “Prowler 5.49 matches cloud instances against threat signatures”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Incus leans on container manager, live migration and sr iov, Prowler focuses on cloud security, vulnerability management and exploitability.
Over the last 30 days Prowler has been shipping faster than Incus — a point in its favour if release momentum matters to you.
4. Chromatic · velocity 7.5
Chromatic opens a beta that lets coding agents read and fix visual test failures.
Over the last 30 days Chromatic shipped 2 meaningful updates vs Incus's 0, most recently “Chromatic for agents beta”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Incus leans on container manager, live migration and sr iov, Chromatic focuses on visual testing, ai agents and react native.
Over the last 30 days Chromatic has been shipping faster than Incus — a point in its favour if release momentum matters to you.
5. Ably · velocity 7.5
Ably's AI Transport hits 1.0 and plugs straight into Vercel's useChat with resumable streams.
Over the last 30 days Ably shipped 2 meaningful updates vs Incus's 0, most recently “AI Transport 1.0 makes Ably a resumable transport for AI chat”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Incus leans on container manager, live migration and sr iov, Ably focuses on ai transport, realtime messaging and agents.
Over the last 30 days Ably has been shipping faster than Incus — a point in its favour if release momentum matters to you.
6. CircleCI · velocity 6.3
CircleCI's SSH reruns now open from the browser, through one trusted address.
Its velocity score of 6.3/10 reflects longer-term release cadence.
Where Incus leans on container manager, live migration and sr iov, CircleCI focuses on ci/cd, debugging and api deprecation.
CircleCI and Incus have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
7. Hatchet · velocity 6.3
Hatchet chases DAG crash loops through three engine patches in a day.
Its velocity score of 6.3/10 reflects longer-term release cadence.
Where Incus leans on container manager, live migration and sr iov, Hatchet focuses on durable execution, reliability and sdks.
Hatchet and Incus have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
8. GravityKit · velocity 5.0
GravityKit folds every GravityView extension into one Pro plugin.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Incus leans on container manager, live migration and sr iov, GravityKit focuses on wordpress, forms and no code.
GravityKit and Incus have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full GravityKit trajectory → · Compare Incus vs GravityKit →
9. Payload CMS · velocity 5.0
Payload's v4 beta.9 keeps every past image crop and raises the Node floor again.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Incus leans on container manager, live migration and sr iov, Payload CMS focuses on headless cms, v4 beta and file uploads.
Payload CMS and Incus have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full Payload CMS trajectory → · Compare Incus vs Payload CMS →
10. Nautobot · velocity 5.0
Nautobot 3.3 alpha 2 adds test helpers and a cable location filter after 3.2.9's token-leak fix.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Incus leans on container manager, live migration and sr iov, Nautobot focuses on network automation, security and permissions.
Nautobot and Incus have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
11. Shuffle · velocity 5.0
Shuffle tags builds almost daily, but the notes are empty.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Incus leans on container manager, live migration and sr iov, Shuffle focuses on security automation, soar and open source.
Shuffle and Incus have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
12. Wazuh · velocity 5.0
Wazuh hardens its 4.14 line while 5.0 rebuilds how agents talk to the manager.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Incus leans on container manager, live migration and sr iov, Wazuh focuses on siem, endpoint security and open source.
Wazuh and Incus have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Frequently asked questions
What are the best alternatives to Incus?
The top Incus alternatives we currently track in developer tools are GitHub, Apache Airflow, Prowler, Chromatic, Ably, ranked by recent ship velocity.
How is this list of Incus alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare Incus directly with one of these alternatives?
Yes — every card has a "Compare with Incus" link to a side-by-side /compare page.