Usermaven
Usermaven consolidates its scattered analyses into one Analytics Hub workspace
Comparison · Analytics
Cube vs Apache Superset
A side-by-side editorial comparison of Cube and Apache Superset — release velocity, themes, recent moves, and the top alternatives to consider.
Cube vs Apache Superset: at a glance
| Feature | Cube | Apache Superset |
|---|---|---|
| Sector | Analytics | Analytics |
| Velocity score | 6.3 | 5.0 |
| Sparks · 30d | 0 | 0 |
| Top themes | semantic layer, embedded analytics, ai agents, governance | business-intelligence, open-source, helm-chart, release-cadence |
| Last editorial update | 1mo ago | 5h ago |
| Website | — | Visit → |
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 Apache Superset?
Superset's 6.1.0 release vote grinds on while Helm packaging ships on its own cadence
Apache Superset's captured feed splits across two parallel tracks: incremental Helm chart packaging (0.15.3 through 0.16.1) and the drawn-out 6.1.0 core release-candidate vote (rc1 in March, rc3 by May 1). The changelog text carries no feature detail — entries are either packaging version stamps or Apache release-vote emails. Two of the ten entries are mis-crawled GitHub user-profile pages, not releases at all.
Cube vs Apache Superset: 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.
Apache Superset
5.0ANALYTICS
Superset's 6.1.0 release vote grinds on while Helm packaging ships on its own cadence
◆ Current state
Apache Superset's captured feed splits across two parallel tracks: incremental Helm chart packaging (0.15.3 through 0.16.1) and the drawn-out 6.1.0 core release-candidate vote (rc1 in March, rc3 by May 1). The changelog text carries no feature detail — entries are either packaging version stamps or Apache release-vote emails. Two of the ten entries are mis-crawled GitHub user-profile pages, not releases at all.
◆ Where it's heading
The core release is converging on 6.1.0, with the RC sequence advancing rc1 to rc3 over roughly seven weeks; the Helm chart line moves independently from 0.15.x into 0.16.x. The cadence is steady but unremarkable — maintenance-and-ship-the-next-minor rhythm rather than capability expansion. What 6.1.0 actually changes for users isn't visible in the crawled entries.
◆ Prediction
Expect a 6.1.0 general-availability tag to follow the rc3 vote, alongside continued point releases on the Helm chart. Whether 6.1.0 carries anything directional can't be judged from these entries.
Alternatives to Cube and Apache Superset
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 Apache Superset.
Zoho Analytics
A mature BI platform positioning itself as the data-and-semantic foundation for AI agents across the Zoho suite.
Holistics
Holistics leans into analytics-as-code with agentic dev workflows and a Power BI migration path
Count
Count is turning its BI canvas into a governed, agent-operated analytics platform.
Axiom
Axiom completes the logs-traces-metrics triad and bets the product on AI engineering.
NocoDB
NocoDB keeps converging the database, the document, and the project plan into one workspace.
See all Cube alternatives → · See all Apache Superset alternatives →
Recent activity from Cube and Apache Superset
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 9h agoApache SupersetHelm chart 0.16.1 — deployment packaging patch
- 7d agoApache SupersetHelm chart 0.16.0 — deployment packaging update
- 1mo agoApache SupersetHelm chart 0.15.5 — deployment packaging patch
- 1mo agoCubeCustom chart palettes
- 1mo agoApache SupersetSuperset 6.1.0 release candidate 3 (vote)
- 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…
- 2mo agoApache SupersetSuperset 6.1.0 release candidate 2 (vote)
- 2mo agoApache SupersetMis-crawled GitHub profile page — not a release
- 2mo 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…
Frequently asked questions
What is the difference between Cube and Apache Superset?
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 Apache Superset?
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 Apache Superset?
Top Apache Superset alternatives in Analytics are ranked by recent ship velocity. Browse the "Apache Superset alternatives" section above for the current picks, or visit /alternatives/apache-superset for the full list with editorial commentary on each.