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Comparison · Analytics
Cube vs Cluvio
A side-by-side editorial comparison of Cube and Cluvio — release velocity, themes, recent moves, and the top alternatives to consider.
Cube vs Cluvio: at a glance
| Feature | Cube | Cluvio |
|---|---|---|
| Sector | Analytics | Analytics |
| Velocity score | 6.3 | 5.0 |
| Sparks · 30d | 0 | 0 |
| Top themes | semantic layer, embedded analytics, ai agents, governance | sql analytics, bi dashboards, usability polish, data exports |
| Last editorial update | 1mo ago | 2d ago |
| Website | — | — |
What is Cube?
Cube ships Creator Mode and a Slack agent — embedded BI and agent surfaces in the same month.
Cube is shipping weekly across three coherent fronts: AI agent surfaces (Slack Agent for ad-hoc questions, Analytics Chat under the hood), embedded analytics (Creator Mode lets customers embed the full Cube app, not just dashboards), and the semantic-layer fundamentals (calculated fields in Explore/Workbook, workbook versions, custom chart palettes, refined filtering). Earlier in the period, data masking, the Viewer role, and scheduled-screenshot notifications rounded out the governance and distribution story.
What is Cluvio?
Cluvio keeps sharpening the SQL-analyst workflow, and now lets you query files without a database.
Cluvio is a SQL-first BI tool methodically polishing the analyst loop: chart types, alerting, settings, and exports. The recent run leans heavily toward usability — redesigned preferences with country presets, a clearer datasource picker, and exports that now carry their own context. The one real capability expansion is Static Tables, which lets users query uploaded CSV and Excel files with SQL via an embedded DataFusion engine.
Cube vs Cluvio: editorial side-by-side
Cube
6.3ANALYTICS
Cube ships Creator Mode and a Slack agent — embedded BI and agent surfaces in the same month.
◆ Current state
Cube is shipping weekly across three coherent fronts: AI agent surfaces (Slack Agent for ad-hoc questions, Analytics Chat under the hood), embedded analytics (Creator Mode lets customers embed the full Cube app, not just dashboards), and the semantic-layer fundamentals (calculated fields in Explore/Workbook, workbook versions, custom chart palettes, refined filtering). Earlier in the period, data masking, the Viewer role, and scheduled-screenshot notifications rounded out the governance and distribution story.
◆ Where it's heading
Two compounding bets: (1) the semantic layer + AI agent combination is the moat — every release deepens what an agent or human can do over governed data without writing SQL, and (2) embedding goes from "put a dashboard in your app" to "give your users a full BI app inside your product." These are complementary — Creator Mode is more compelling when the embedded experience can also answer questions in Slack and self-heal queries with calculated fields.
◆ Prediction
Expect Creator Mode to grow more embedding controls (white-labeling, role mapping, audit) since it's positioned for ISVs serving downstream customers. The Slack Agent likely gets siblings (Teams, in-app chat) and tighter wiring to dashboards so an agent can produce a chart, save it, and share it back. Calculated Fields expansion (filtered measures, more types) is already telegraphed in the release notes.
Cluvio
5.0ANALYTICS
Cluvio keeps sharpening the SQL-analyst workflow, and now lets you query files without a database.
◆ Current state
Cluvio is a SQL-first BI tool methodically polishing the analyst loop: chart types, alerting, settings, and exports. The recent run leans heavily toward usability — redesigned preferences with country presets, a clearer datasource picker, and exports that now carry their own context. The one real capability expansion is Static Tables, which lets users query uploaded CSV and Excel files with SQL via an embedded DataFusion engine.
◆ Where it's heading
Most recent work tightens existing surfaces rather than opening new ones — the product is maturing its core rather than chasing scope. The exception, querying files without a connected database, points to Cluvio positioning itself for ad-hoc analysis, not only dashboards over warehouses. Expect continued UX consolidation across settings, exports, and pickers, interleaved with occasional capability adds like new chart types.
◆ Prediction
Likely next moves are further build-out of Static Tables — more file formats or richer joins across uploads — alongside continued chart and alerting polish. The cadence reads as incremental shipping rather than a large directional pivot.
Alternatives to Cube and Cluvio
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 Cube or Cluvio.
Holistics
Holistics doubles down on agentic, code-native BI while courting Power BI defectors
Whatagraph
Whatagraph is quietly building a data layer beneath its agency reporting tool.
Countly
Countly runs a sustained security-hardening pass across its 24.05 and 25.03 lines
Fulcrum
Fulcrum hardens its field-collection core with cross-platform tracking and map fixes
Geckoboard
Geckoboard is refining the dashboard itself — more filtering control and faster data.
Recent activity from Cube and Cluvio
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 4d agoCluvioExcel exports Info sheet and dashboards download as CSV (ZIP)
- 4d agoCluvioA redesigned Preferences page — with one-click country presets
- 11d agoCluvioA clearer datasource picker in the report editor
- 1mo agoCubeCustom chart palettes
- 1mo agoCluvioIntroducing the Sparkline Metric Chart
- 1mo agoCubeCreator Mode: embed the full Cube application ⚡
- 1mo agoCubeSlack Agent Anyone in your Slack workspace can now send a direct message to the Cube app and get AI-powered answers from the Analytics Ch…
- 1mo agoCubeFilters Update The filtering experience across Explore, Workbooks, and Dashboards has been updated.
- 2mo agoCubeWorkbooks Versions With workbook versions, users can roll back changes to their workbooks and restore the state of the workbook as it was…
- 2mo agoCubeCalculated Fields Calculated fields let you define query-level calculations — such as custom measures or dimensions — directly from the E…
- 2mo agoCluvioSee your SQL alerts' run history at a glance
- 2mo agoCluvio⛁ Query CSV and Excel Files with SQL ⚡
Frequently asked questions
What is the difference between Cube and Cluvio?
They serve adjacent needs but don't currently overlap on shipped themes. Cube is currently shipping more aggressively (velocity 6.3 vs 5.0), 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 Cube better than Cluvio?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Cube is currently shipping more aggressively (velocity 6.3 vs 5.0), 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 Cube?
Top Cube alternatives in Analytics are ranked by recent ship velocity. Browse the "Cube alternatives" section above for the current picks, or visit /alternatives/cube for the full list with editorial commentary on each.
What are the best alternatives to Cluvio?
Top Cluvio alternatives in Analytics are ranked by recent ship velocity. Browse the "Cluvio alternatives" section above for the current picks, or visit /alternatives/cluvio for the full list with editorial commentary on each.