Countly
Countly runs a sustained security-hardening pass across its 24.05 and 25.03 lines
Comparison · Analytics
Zoho Analytics vs Cluvio
A side-by-side editorial comparison of Zoho Analytics and Cluvio — release velocity, themes, recent moves, and the top alternatives to consider.
Zoho Analytics vs Cluvio: at a glance
| Feature | Zoho Analytics | Cluvio |
|---|---|---|
| Sector | Analytics | Analytics |
| Velocity score | 6.3 | 5.0 |
| Sparks · 30d | 1 | 0 |
| Top themes | embedded-analytics, white-label-bi, zoho-suite-integration, ai-analytics | sql analytics, bi dashboards, usability polish, data exports |
| Last editorial update | 18d ago | 1d ago |
| Website | Visit → | — |
What is Zoho Analytics?
Zoho Analytics is becoming the BI fabric for the Zoho stack — and an embed play for everyone else.
Zoho Analytics is executing on two parallel motions: deepening as the unified analytics layer across Zoho's own vertical apps (CRM, ERP, Inventory, Books, plus the Tally Prime connector for Indian finance teams), and pitching itself to outside SaaS builders as a white-label embedded BI option. The Q1 2026 rollup landed custom visualizations, drill actions, archive-data performance work, and stronger white-label security. Content output is heavy: half of the recent activity reads as thought leadership on embedded and white-label BI rather than feature releases.
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.
Zoho Analytics vs Cluvio: editorial side-by-side
Zoho Analytics
6.3ANALYTICS
Zoho Analytics is becoming the BI fabric for the Zoho stack — and an embed play for everyone else.
◆ Current state
Zoho Analytics is executing on two parallel motions: deepening as the unified analytics layer across Zoho's own vertical apps (CRM, ERP, Inventory, Books, plus the Tally Prime connector for Indian finance teams), and pitching itself to outside SaaS builders as a white-label embedded BI option. The Q1 2026 rollup landed custom visualizations, drill actions, archive-data performance work, and stronger white-label security. Content output is heavy: half of the recent activity reads as thought leadership on embedded and white-label BI rather than feature releases.
◆ Where it's heading
The product is moving from "a BI tool you can buy" to "the analytics layer that ties the Zoho suite together," with each new in-house Zoho app (ERP most recently) shipping with an Analytics connector at launch. In parallel, the team is staking out embedded analytics as a category position, betting that ISVs increasingly want to buy that capability rather than build it. AI-driven analytics is being woven in quietly via Zia and the new CRM advanced-analytics framing.
◆ Prediction
Expect more "advanced analytics for [Zoho app]" launches following the CRM playbook — Books, Desk, and Inventory are the obvious next candidates. The embedded/white-label push will likely get firmer pricing or packaging in the next quarter.
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 Zoho Analytics 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 Zoho Analytics or Cluvio.
Apache Superset
Apache Superset edges 6.1.0 toward release as helm packaging ships steadily
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.
Deepnote
Deepnote turns the notebook into shared context for AI coding agents
NocoDB
NocoDB is steadily expanding from a spreadsheet-database into a fuller project and data workspace.
See all Zoho Analytics alternatives → · See all Cluvio alternatives →
Recent activity from Zoho Analytics and Cluvio
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 3d agoCluvioExcel exports Info sheet and dashboards download as CSV (ZIP)
- 3d agoCluvioA redesigned Preferences page — with one-click country presets
- 10d agoCluvioA clearer datasource picker in the report editor
- 19d agoZoho AnalyticsAdvanced analytics tier launches for Zoho CRM customers ⚡
- 1mo agoCluvioIntroducing the Sparkline Metric Chart
- 1mo agoZoho AnalyticsZoho Analytics Now Connects to Tally Prime
- 1mo agoZoho AnalyticsWhat Is a Business Intelligence Strategy? A Guide to Scalable, AI-Ready Analytics
- 2mo agoZoho AnalyticsZoho Analytics - Q1 2026 Product Update
- 2mo agoZoho AnalyticsBuild vs Buy Embedded Analytics: The Decision That Defines Your Product Roadmap
- 2mo agoCluvioSee your SQL alerts' run history at a glance
- 2mo agoCluvio⛁ Query CSV and Excel Files with SQL ⚡
- 4mo agoZoho AnalyticsZoho Analytics meets Zoho ERP: Get actionable insights from your Zoho ERP data
Frequently asked questions
What is the difference between Zoho Analytics and Cluvio?
They serve adjacent needs but don't currently overlap on shipped themes. Zoho Analytics is currently shipping more aggressively (velocity 6.3 vs 5.0), with 1 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 Zoho Analytics better than Cluvio?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Zoho Analytics is currently shipping more aggressively (velocity 6.3 vs 5.0), with 1 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 Zoho Analytics?
Top Zoho Analytics alternatives in Analytics are ranked by recent ship velocity. Browse the "Zoho Analytics alternatives" section above for the current picks, or visit /alternatives/zoho-analytics 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.