GravityKit
GravityKit folds every GravityView extension into one Pro plugin.
Comparison · Infra & APIs
SigNoz vs Wazuh
A side-by-side editorial comparison of SigNoz and Wazuh — release velocity, themes, recent moves, and the top alternatives to consider.
SigNoz vs Wazuh: at a glance
| Feature | SigNoz | Wazuh |
|---|---|---|
| Sector | Infra & APIs | Infra & APIs |
| Velocity score | 5.0 | 5.0 |
| Sparks · 30d | 0 | 0 |
| Top themes | observability, log-storage, llm-observability, opentelemetry | siem, endpoint-security, open-source, security-hardening |
| Last editorial update | 9d ago | 8h ago |
| Website | — | Visit → |
What is SigNoz?
SigNoz moves log bodies to queryable JSON storage, at a disk cost during migration.
SigNoz now renders AI traces as a conversation in its Thread view, reading OTel gen_ai attributes and SDK-specific formats. The latest release starts moving log bodies to native JSON storage (body_v2), so any field in a log body can be queried by path with less data scanned. During the transition each log body is written twice, so OSS users need extra disk. The v1 alert rule API is still removed on November 11.
What is Wazuh?
Wazuh hardens its 4.14 line while 5.0 rebuilds how agents talk to the manager.
Wazuh ships 4.14 patch releases roughly every two to three weeks, and almost all of the content is security hardening: path traversal and command injection fixes, input validation in the cluster code, connection deadlines and memory leak fixes. 4.14.10 also added memory limits for oversized rulesets and queue warnings for the vulnerability scanner. In parallel, 5.0.0 reached its second release candidate on October 30.
SigNoz vs Wazuh: editorial side-by-side
SigNoz
5.0INFRA · APIS
SigNoz moves log bodies to queryable JSON storage, at a disk cost during migration.
◆ Current state
SigNoz now renders AI traces as a conversation in its Thread view, reading OTel gen_ai attributes and SDK-specific formats. The latest release starts moving log bodies to native JSON storage (body_v2), so any field in a log body can be queried by path with less data scanned. During the transition each log body is written twice, so OSS users need extra disk. The v1 alert rule API is still removed on November 11.
◆ Where it's heading
Alongside the LLM-observability work, SigNoz is rebuilding core storage and APIs: alerting moved to v2alpha1 schemas and logs to structured JSON. The cost is a run of migration notices that OSS and API users must act on.
◆ Prediction
Expect the double-write phase to end in a later release that makes body_v2 the default, and the v1 rules removal to ship on schedule.
Wazuh
5.0INFRA · APIS
Wazuh hardens its 4.14 line while 5.0 rebuilds how agents talk to the manager.
◆ Current state
Wazuh ships 4.14 patch releases roughly every two to three weeks, and almost all of the content is security hardening: path traversal and command injection fixes, input validation in the cluster code, connection deadlines and memory leak fixes. 4.14.10 also added memory limits for oversized rulesets and queue warnings for the vulnerability scanner. In parallel, 5.0.0 reached its second release candidate on October 30.
◆ Where it's heading
5.0 is the real change: agents move to HTTPS for talking to the manager, a new detection engine replaces the 4.x analysis daemon, and every server install becomes a cluster node. The 4.14 branch, meanwhile, reads like a security audit being worked through release by release, which keeps current installs safe while 5.0 settles.
◆ Prediction
More 5.0 release candidates are likely before a final release, and 4.14 patch releases with security fixes should keep coming every few weeks; a 5.0 GA date is not stated in these entries.
Alternatives to SigNoz and Wazuh
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 SigNoz or Wazuh.
Payload CMS
Payload's v4 beta.9 keeps every past image crop and raises the Node floor again.
Nautobot
Nautobot 3.3 alpha 2 adds test helpers and a cable location filter after 3.2.9's token-leak fix.
Clair
Clair 4.10 RC can read SBOMs to match Java vulnerabilities.
Shuffle
Shuffle tags builds almost daily, but the notes are empty.
KrakenD
KrakenD's community edition is shipping only dependency bumps.
See all SigNoz alternatives → · See all Wazuh alternatives →
Recent activity from SigNoz and Wazuh
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 2d agoWazuhWazuh 4.14.11 RC1 tightens group paths and agent enrollment
- 5d agoWazuhWazuh 4.14.10 adds ruleset memory limits and closes a root injection
- 10d agoSigNozLog bodies move to queryable JSON storage; v1 alert API ends Nov 11
- 14d agoWazuhWazuh 5.0 RC2 swaps in a new detection engine
- 17d agoSigNozAI traces are now easy to read with the new Thread View
- 23d agoSigNozv1 alert rules removed Nov 11; Telegram alerts, GCP logs
- 29d agoWazuhWazuh 4.14.9 adds compiler hardening to Linux binaries
- 1mo agoSigNozRebuilt panel editor, heatmap panel, Kubernetes status filters
- 1mo agoWazuhWazuh 5.0 RC1 moves agents to HTTPS and makes every server a cluster
- 1mo agoSigNozFinal notice: v1 alert history API removed Oct 15
- 1mo agoSigNozv1 alert history API removal reminder (Oct 15)
- 1mo agoWazuhWazuh 4.14.8 fixes an alert-stopping deadlock
Frequently asked questions
What is the difference between SigNoz and Wazuh?
They serve adjacent needs but don't currently overlap on shipped themes. SigNoz and Wazuh 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 SigNoz better than Wazuh?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. SigNoz and Wazuh 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 SigNoz?
Top SigNoz alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "SigNoz alternatives" section above for the current picks, or visit /alternatives/signoz for the full list with editorial commentary on each.
What are the best alternatives to Wazuh?
Top Wazuh alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Wazuh alternatives" section above for the current picks, or visit /alternatives/wazuh for the full list with editorial commentary on each.