← Back to home
Comparison · Analytics

Metabase vs OpenCTI

A side-by-side editorial comparison of Metabase and OpenCTI — release velocity, themes, recent moves, and the top alternatives to consider.

Metabase vs OpenCTI: at a glance

FeatureMetabaseOpenCTI
SectorAnalyticsAnalytics
Velocity score2.56.3
Sparks · 30d00
Top themesmcp server, agentic analytics, open source ai, semantic layerthreat-intelligence, stix, data-model, ingestion
Last editorial update3mo ago18h ago
WebsiteVisit →Visit →

What is Metabase?

Metabase open-sourced its AI stack and shipped an MCP server — analytics is going agentic.

Metabase's recent two releases have been the most directionally significant in years. Metabase 60 (March) open-sourced the company's AI tools, shipped an official Metabase MCP server, put Metabot inside Slack, added bring-your-own-model, plus a metrics explorer and split multi-series charts. Metabase 59 (February) introduced Data Studio — an analyst workbench with a semantic layer — and pushed AI SQL generation into the open-source edition. Earlier 55–58 work focused on Documents, embedded analytics, dark mode, and governance.

Read the full Metabase trajectory →

What is OpenCTI?

OpenCTI spends a release unblocking queues and hardening upserts

7.260817.0 is a fix release. The most consequential item is malformed STIX messages nacking forever and blocking worker queues indefinitely — a stall in the ingestion path rather than a display bug. Alongside it: upsert clearing an existing createdBy when incoming confidence is higher, draft upserts crashing on existing attack patterns, OTP handling in the stream middleware, and case template relation authorization. Score fields were added to threat actor groups, intrusion sets and malware.

Read the full OpenCTI trajectory →

Metabase vs OpenCTI: editorial side-by-side

Metabase logo
Metabase
ANALYTICS
2.5

Metabase open-sourced its AI stack and shipped an MCP server — analytics is going agentic.

◆ Current state

Metabase's recent two releases have been the most directionally significant in years. Metabase 60 (March) open-sourced the company's AI tools, shipped an official Metabase MCP server, put Metabot inside Slack, added bring-your-own-model, plus a metrics explorer and split multi-series charts. Metabase 59 (February) introduced Data Studio — an analyst workbench with a semantic layer — and pushed AI SQL generation into the open-source edition. Earlier 55–58 work focused on Documents, embedded analytics, dark mode, and governance.

◆ Where it's heading

The arc through 55→60 traces a clear pivot: Metabase is repositioning the BI tool around an AI-native semantic layer that any agent can call. Open-sourcing AI tooling and shipping an MCP server are sequential bets that the value is moving from 'humans clicking dashboards' to 'agents and LLMs querying business data through a governed semantic layer.' Pairing that with Slack-native Metabot and BYO model targets distribution (chat) and enterprise procurement (your model, your governance) at the same time.

◆ Prediction

Expect rapid third-party MCP integrations to follow the official server release, and AI tooling currently in OSS to become the wedge for self-hosted adoption. The next likely moves are deeper Data Studio integration with the AI generation path, and pricing tiers that bundle agentic-query usage rather than seat counts.

O
OpenCTI
ANALYTICS
6.3

OpenCTI spends a release unblocking queues and hardening upserts

◆ Current state

7.260817.0 is a fix release. The most consequential item is malformed STIX messages nacking forever and blocking worker queues indefinitely — a stall in the ingestion path rather than a display bug. Alongside it: upsert clearing an existing createdBy when incoming confidence is higher, draft upserts crashing on existing attack patterns, OTP handling in the stream middleware, and case template relation authorization. Score fields were added to threat actor groups, intrusion sets and malware.

◆ Where it's heading

The platform's feature energy went into the connector catalog and integrations rework in July, and the releases since have been consolidating: mass operations on relation times, shareable saved searches, and now a pass over ingestion robustness. Adding score to more entity types continues the slow enrichment of the data model that runs underneath the feature work.

◆ Prediction

Given score arriving on three entity types in one release, expect it to keep spreading across the data model, and the queue-blocking class of bug to draw more worker-side hardening.

Alternatives to Metabase and OpenCTI

Other Analytics 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 Metabase or OpenCTI.

See all Metabase alternatives → · See all OpenCTI alternatives →

Recent activity from Metabase and OpenCTI

Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.

  1. 1d agoOpenCTIMalformed STIX no longer blocks worker queues indefinitely
  2. 4d agoOpenCTILTS branch gets the security backport: access-scoped streams, dependency sweep
  3. 7d agoOpenCTIMass operations can now edit relation start and stop times
  4. 12d agoOpenCTISaved searches and dashboard filters become shareable and reusable
  5. 15d agoOpenCTIData sanity operations can be stopped mid-run
  6. 20d agoOpenCTIIntegrations experience reworked around the new catalog, plus draft approval workflows
  7. 4mo agoMetabaseScraping artifact: cookie consent page, not a release
  8. 4mo agoMetabaseDuplicate index capture of Metabase 60 changelog page
  9. 4mo agoMetabaseScraping artifact: changelog index page, not a release
  10. 4mo agoMetabaseMetabase 60
  11. 4mo agoMetabaseScraping artifact: newsletter signup module, not a release
  12. 5mo agoMetabaseMetabase 59

Frequently asked questions

What is the difference between Metabase and OpenCTI?

They serve adjacent needs but don't currently overlap on shipped themes. OpenCTI is currently shipping more aggressively (velocity 6.3 vs 2.5), 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 Metabase better than OpenCTI?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. OpenCTI is currently shipping more aggressively (velocity 6.3 vs 2.5), with 0 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.

What are the best alternatives to Metabase?

Top Metabase alternatives in Analytics are ranked by recent ship velocity. Browse the "Metabase alternatives" section above for the current picks, or visit /alternatives/metabase for the full list with editorial commentary on each.

What are the best alternatives to OpenCTI?

Top OpenCTI alternatives in Analytics are ranked by recent ship velocity. Browse the "OpenCTI alternatives" section above for the current picks, or visit /alternatives/opencti for the full list with editorial commentary on each.