shouldiuse.io

New check

Comparison

cube.dev vs Metabase

cube.dev and Metabase both land on Depends.

cube.dev

cube.dev

Depends
Confidence: Medium

Buy it if you have engineers to own a semantic layer for embedded analytics or shared metrics across BI and AI tools.

Read the full report

Metabase

metabase.com

Depends
Confidence: Medium

Buy it if someone on your team can host it, patch it fast, and write SQL . the free open-source core is genuinely capable BI.

Read the full report

Add this comparison to your site

Put the cube.dev vs Metabase badge on your site.

Visitors see the independent comparison.

The link points here, and search engines follow it.

This is the badge visitors see on your site.

Depends cube.dev Depends Metabase Independent comparison on Should I Use It

Paste one snippet. Keep the link as it is. A nofollow tag stops search engines from following it.

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

  1. Cube.dev homepagecube.dev
    official
  2. Cube Platform Reviews . Gartner Peer Insightsgartner.com
    review
  3. Cube Products on G2g2.com
    review
  4. Cube Cloud Reviews . AWS Marketplaceaws.amazon.com
    review
  5. Embeddable Customer Reviewsembeddable.com
    review
  6. Semantic layer comparison hub . Strategy Softwaresoftware.strategy.com
    review
  7. Cube Dev pricing . Vendrvendr.com
    official
  8. Pricing in Cube Cloud . docsdocs.cube.dev
    official
  9. Cube Core on GitHubgithub.com
    official
  10. GHSA-4J6X-W426-6RC6 auth bypasskodemsecurity.com
    security
  11. Security advisory: WebSocket transportcube.dev
    security
  12. Security at Cubecube.dev
    security
  13. Cube Dev funding . Startup Introsstartupintros.com
    news
  14. Cuboh case studycube.dev
    official
  15. Cube.dev: From Semantic Layer Pioneer to Agentic Analyticsdatus.ai
    news
  16. Horizon3 . CVE-2026-72898 SQL injectionhorizon3.ai
    security