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Comparison

cube.dev vs Metabase

cube.dev and Metabase both land on Depends.

cube.dev versus Metabase
Comparecube.devMetabase
VerdictDependsDepends
Best forEmbedded customer-facing analyticsStartups wanting free BI on existing databases
Who it's not forNon-technical teams wanting drag-and-drop dashboardsTeams with nobody to own hosting and patching
PrivacyPublic trust center with SOC 2, HIPAA, and GDPR reports; two past advisories (auth bypass, WebSocket transport) disclosed and patched.10Active 2026 vulnerability stream . four critical CVEs including an unauthenticated SQL injection; prompt patching is non-optional.16
Support qualityReviewers say dev team easy to reachNo support-quality evidence in sources
Public sentimentUsers praise the data modeling infrastructure and unusually accessible support team, though public review volume is small.⁴Users like the query builder and SQL access; recurring gripes are exports, dashboard customization, and slow queries on big datasets.
Biggest gotchaCloud pricing is consumption-based and varies widely by deployment . get a quote first.⁷Self-hosting means you own patching; 2026 fixes spanned 55.13, 56.3, 57.1 and later

Pick cube.dev when

  • Embedded customer-facing analytics
  • Data teams unifying metrics for BI and AI
  • Engineering-led orgs outgrowing raw SQL dashboards
  • Warehouse cost control via pre-aggregations

When cube.dev is not a fit

  • Non-technical teams wanting drag-and-drop dashboards
  • Small teams; a spreadsheet or Metabase is enough
  • Buyers needing transparent published pricing
  • Orgs with no engineers to own semantic models

Pick Metabase when

  • Startups wanting free BI on existing databases
  • Product teams embedding analytics in their app
  • SQL-comfortable data teams
  • Self-hosters with patching discipline

When Metabase is not a fit

  • Teams with nobody to own hosting and patching
  • Security-sensitive orgs handling regulated data
  • Non-technical teams needing polished exports and dashboards
  • Analysts on huge datasets where query speed matters

Sources

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  13. news
  14. official
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  16. security