DEVOPS
Copilot's model roster churns weekly while GitHub quietly rewires policy and billing plumbing
Alternatives · developer tools
SigNoz alternatives
The best SigNoz alternatives in developer tools, ranked by Sparkpulse's velocity_score.
Updated Aug 12, 2026
Looking for the best alternatives to SigNoz? Sparkpulse tracks and ranks 12 alternatives in developer tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, SigNoz shipped 1 meaningful update in the last 30 days and carries a velocity score of 6.3 out of 10 in 2026. The alternatives below are ranked the same way, so you're comparing real release momentum, not marketing claims.
About SigNoz
SigNoz rebuilt its dashboards for agents to drive, and is now pruning the API surface behind them.
The dashboard rewrite is the anchor of the current cycle: custom views, tagging, per-user pins, and a search query DSL, all structured so an AI agent can operate on dashboards as reliably as a person. Around it, SigNoz has been closing compatibility and access gaps — PromQL brought into line with the Prometheus specification including anchored regex matchers, timeseries export from every explorer plus CSV and JSONL download in the Trace View, six more onboarding integrations, and fine-grained access control in beta for Cloud and self-hosted Enterprise. The newest entry is a deprecation notice: the v1 alert history endpoints are being removed over a security vulnerability, and API callers have to migrate before they start returning 404.
Velocity 6.3 · Last update 6d ago
Top 12 alternatives to SigNoz
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
INFRA · APIS
Auth0 is rebuilding identity around actors that operate on someone else's behalf.
INFRA · APIS
Honeycomb bets that the agent, not the engineer, should notice the anomaly first
INFRA · APIS
Nexus does the diagnosis; the rest is on-call plumbing
INFRA · APIS
mod_auth_openidc audited itself, found eight holes, and broke every session on the way out
INFRA · APIS
Grype's entire roadmap is false positives — and it just went code-aware to cut them.
INFRA · APIS
Depot is expanding from faster builds into the whole CI stack — tests, source control, and its own metal.
INFRA · APIS
ToolJet runs two release trains at once, and neither has changed direction in months
DEVOPS
Jenkins is shrinking its own war file and rebuilding its UI, one weekly release at a time
INFRA · APIS
Four channels, one fix stream — werf's releases are mostly concurrency repairs.
INFRA · APIS
PAM and PKI now take up most of the lines in Infisical's release notes.
INFRA · APIS
Biome's patch train keeps adding rules — and is quietly growing a Markdown linter.
SigNoz 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 |
|---|---|---|---|---|
| SigNoz (baseline) | 6.3 | 1 | observabilityagent-operable dashboardsprometheus compatibility | A Revamped Dashboard Experience for Humans and Agents |
| GitHub | 10.0 | 1 | copilotmodel-catalogrulesets | Copilot memory and Ollama in GitHub Copilot for JetBrains |
| Auth0 | 10.0 | 2 | agent-identitydelegationtoken-exchange | Custom Token Exchange - Session Delegation is now available in Open Early Access |
| Honeycomb | 7.5 | 2 | anomaly-detectionmcpcanvas | Anomaly Detection: Now in Beta |
| incident.io | 6.3 | 1 | incident-responseon-callai-agent | Investigations now available, powered by Nexus |
| mod_auth_openidc | 6.3 | 1 | oidcapachesecurity-audit | Internal audit turns up eight security issues, including an identity-header bypass |
| Grype | 6.3 | 1 | vulnerability-scanningfalse-positivesreachability | Reachability analysis lands to cut Go false positives |
| Depot | 6.3 | 1 | ci-cdbuild-accelerationtest-analytics | Test results are now generally available |
| ToolJet | 5.0 | 0 | dual-release-trainltsapp-builder | — |
| Jenkins | 5.0 | 0 | release-trainplugin-unbundlingui-refresh | — |
| werf | 5.0 | 0 | multi-channel-releasesbuildahconcurrency-fixes | — |
| Infisical | 5.0 | 0 | pampkisecret-rotation | — |
| Biome | 5.0 | 0 | lint-rulesmarkdown-supportframework-coverage | — |
The 12 best SigNoz alternatives, in depth
1. GitHub · velocity 10.0
Copilot's model roster churns weekly while GitHub quietly rewires policy and billing plumbing.
Over the last 30 days GitHub shipped 1 meaningful update vs SigNoz's 1, most recently “Copilot memory and Ollama in GitHub Copilot for JetBrains”. Its velocity score of 10.0/10 blends that with longer-term release cadence.
Where SigNoz leans on observability, agent operable dashboards and prometheus compatibility, GitHub focuses on copilot, model catalog and rulesets.
GitHub and SigNoz have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
2. Auth0 · velocity 10.0
Auth0 is rebuilding identity around actors that operate on someone else's behalf.
Over the last 30 days Auth0 shipped 2 meaningful updates vs SigNoz's 1, most recently “Custom Token Exchange - Session Delegation is now available in Open Early Access”. Its velocity score of 10.0/10 blends that with longer-term release cadence.
Where SigNoz leans on observability, agent operable dashboards and prometheus compatibility, Auth0 focuses on agent identity, delegation and token exchange.
Over the last 30 days Auth0 has been shipping faster than SigNoz — a point in its favour if release momentum matters to you.
3. Honeycomb · velocity 7.5
Honeycomb bets that the agent, not the engineer, should notice the anomaly first.
Over the last 30 days Honeycomb shipped 2 meaningful updates vs SigNoz's 1, most recently “Anomaly Detection: Now in Beta”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where SigNoz leans on observability, agent operable dashboards and prometheus compatibility, Honeycomb focuses on anomaly detection, mcp and canvas.
Over the last 30 days Honeycomb has been shipping faster than SigNoz — a point in its favour if release momentum matters to you.
4. incident.io · velocity 6.3
Nexus does the diagnosis; the rest is on-call plumbing.
Over the last 30 days incident.io shipped 1 meaningful update vs SigNoz's 1, most recently “Investigations now available, powered by Nexus”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where SigNoz leans on observability, agent operable dashboards and prometheus compatibility, incident.io focuses on incident response, on call and ai agent.
incident.io and SigNoz have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full incident.io trajectory → · Compare SigNoz vs incident.io →
5. mod_auth_openidc · velocity 6.3
Mod_auth_openidc audited itself, found eight holes, and broke every session on the way out.
Over the last 30 days mod_auth_openidc shipped 1 meaningful update vs SigNoz's 1, most recently “Internal audit turns up eight security issues, including an identity-header bypass”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where SigNoz leans on observability, agent operable dashboards and prometheus compatibility, mod_auth_openidc focuses on oidc, apache and security audit.
mod_auth_openidc and SigNoz have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full mod_auth_openidc trajectory → · Compare SigNoz vs mod_auth_openidc →
6. Grype · velocity 6.3
Grype's entire roadmap is false positives — and it just went code-aware to cut them.
Over the last 30 days Grype shipped 1 meaningful update vs SigNoz's 1, most recently “Reachability analysis lands to cut Go false positives”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where SigNoz leans on observability, agent operable dashboards and prometheus compatibility, Grype focuses on vulnerability scanning, false positives and reachability.
Grype and SigNoz have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
7. Depot · velocity 6.3
Depot is expanding from faster builds into the whole CI stack — tests, source control, and its own metal.
Over the last 30 days Depot shipped 1 meaningful update vs SigNoz's 1, most recently “Test results are now generally available”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where SigNoz leans on observability, agent operable dashboards and prometheus compatibility, Depot focuses on ci cd, build acceleration and test analytics.
Depot and SigNoz have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
8. ToolJet · velocity 5.0
ToolJet runs two release trains at once, and neither has changed direction in months.
Over the last 30 days ToolJet shipped 0 meaningful updates vs SigNoz's 1. Its velocity score of 5.0/10 blends that with longer-term release cadence.
Where SigNoz leans on observability, agent operable dashboards and prometheus compatibility, ToolJet focuses on dual release train, lts and app builder.
ToolJet has shipped fewer meaningful updates than SigNoz in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
9. Jenkins · velocity 5.0
Jenkins is shrinking its own war file and rebuilding its UI, one weekly release at a time.
Over the last 30 days Jenkins shipped 0 meaningful updates vs SigNoz's 1. Its velocity score of 5.0/10 blends that with longer-term release cadence.
Where SigNoz leans on observability, agent operable dashboards and prometheus compatibility, Jenkins focuses on release train, plugin unbundling and ui refresh.
Jenkins has shipped fewer meaningful updates than SigNoz in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
10. werf · velocity 5.0
Four channels, one fix stream — werf's releases are mostly concurrency repairs.
Over the last 30 days werf shipped 0 meaningful updates vs SigNoz's 1. Its velocity score of 5.0/10 blends that with longer-term release cadence.
Where SigNoz leans on observability, agent operable dashboards and prometheus compatibility, werf focuses on multi channel releases, buildah and concurrency fixes.
werf has shipped fewer meaningful updates than SigNoz in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
11. Infisical · velocity 5.0
PAM and PKI now take up most of the lines in Infisical's release notes.
Over the last 30 days Infisical shipped 0 meaningful updates vs SigNoz's 1. Its velocity score of 5.0/10 blends that with longer-term release cadence.
Where SigNoz leans on observability, agent operable dashboards and prometheus compatibility, Infisical focuses on pam, pki and secret rotation.
Infisical has shipped fewer meaningful updates than SigNoz in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
12. Biome · velocity 5.0
Biome's patch train keeps adding rules — and is quietly growing a Markdown linter.
Over the last 30 days Biome shipped 0 meaningful updates vs SigNoz's 1. Its velocity score of 5.0/10 blends that with longer-term release cadence.
Where SigNoz leans on observability, agent operable dashboards and prometheus compatibility, Biome focuses on lint rules, markdown support and framework coverage.
Biome has shipped fewer meaningful updates than SigNoz in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
Frequently asked questions
What are the best alternatives to SigNoz?
The top SigNoz alternatives we currently track in developer tools are GitHub, Auth0, Honeycomb, incident.io, mod_auth_openidc, ranked by recent ship velocity.
How is this list of SigNoz alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare SigNoz directly with one of these alternatives?
Yes — every card has a "Compare with SigNoz" link to a side-by-side /compare page.