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SigNoz vs TianPan.co - Building the trust layer for AI agents

SigNoz and TianPan.co - Building the trust layer for AI agents both land on Depends.

SigNoz

signoz.io

Depends
Confidence: Medium

Buy if you're an engineering team comfortable with OpenTelemetry and some ops work who wants to cut Datadog-class bills.

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SigNoz versus TianPan.co - Building the trust layer for AI agents
CompareSigNozTianPan.co - Building the trust layer for AI agents
VerdictDependsDepends
Best forEngineering teams ditching Datadog billsEngineers shipping production AI agents
Who it's not forTeams with nobody to run ClickHouse and upgradesBuyers wanting a packaged trust-layer product
PrivacySOC 2 Type II claimed, but multiple 2026 CVEs (SQL injection, auth bypass) mean you must patch fast.⁸No known public vulnerabilities found in the sources reviewed.15
Support qualityNo user support evidence in sourcesNo support channels or SLA evidence
Public sentimentUsers like the price and OpenTelemetry approach but report unstable log queries and UI rough edges in production.⁴No independent user reviews or community discussions were found; all sources are the site's own content.13
Biggest gotchaSQL injection CVEs in alert endpoints, unfixed until 0.142.110No security page found . odd for a 'trust layer' brand; request audit docs directly15

Pick SigNoz when

  • Engineering teams ditching Datadog bills
  • OpenTelemetry-standard shops
  • Self-hosters with ops capacity
  • Startups consolidating logs, traces, metrics

When SigNoz is not a fit

  • Teams with nobody to run ClickHouse and upgrades
  • Buyers expecting polished, stable UX today
  • Orgs that can't patch within days of a CVE
  • Non-engineering teams; this is dev-only tooling

Pick TianPan.co - Building the trust layer for AI agents when

  • Engineers shipping production AI agents
  • Leaders needing agent reliability frameworks
  • Readers of systems and SaaS essays

When TianPan.co - Building the trust layer for AI agents is not a fit

  • Buyers wanting a packaged trust-layer product
  • Teams needing SOC 2, SLAs, or vendor support
  • Non-technical users wanting plug-and-play
  • Enterprises with procurement requirements

Sources

  1. SigNoz homepagesignoz.io
    official
  2. SigNoz Pricingsignoz.io
    official
  3. SigNoz GitHub repositorygithub.com
    official
  4. Why isn't SigNoz popular? - Reddit r/kubernetesreddit.com
    review
  5. Does anyone using Signoz experience problems with the UI? - Reddit r/devopsreddit.com
    review
  6. Who uses Signoz in production - Reddit r/devopsreddit.com
    review
  7. Open source Datadog rival SigNoz lands on the cloud with $6.5M - TechCrunchtechcrunch.com
    news
  8. CVE-2026-57955: SigNoz SQL injection - VulnCheckvulncheck.com
    security
  9. CVE-2026-63094: SigNoz auth bypass - SentinelOnesentinelone.com
    security
  10. CVE-2026-93292: SigNoz SQL injection - Rapid7rapid7.com
    security
  11. SigNoz vs Middleware ratings - RFP.wikirfp.wiki
    review
  12. DeepCube vs SigNoz cost comparison - Immersive Fusionimmersivefusion.com
    review
  13. TianPan.co homepagetianpan.co
    official
  14. About - TianPan.cotianpan.co
    official
  15. Security page (not found)tianpan.co
    official
  16. Let the Agent Answer the Page Firsttianpan.co
    official