Countly
Countly runs a sustained security-hardening pass across its 24.05 and 25.03 lines
A side-by-side editorial comparison of Apache Superset and Zoho Analytics — release velocity, themes, recent moves, and the top alternatives to consider.
Apache Superset edges 6.1.0 toward release as helm packaging ships steadily
Superset's public changelog is dominated by release-candidate voting for 6.1.0 and routine helm-chart packaging bumps. The 6.1.0 line has moved through three release candidates since March, following the 6.0.1 patch in February. No major feature lands in this window; the visible activity is release mechanics, not product change.
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.
Superset's public changelog is dominated by release-candidate voting for 6.1.0 and routine helm-chart packaging bumps. The 6.1.0 line has moved through three release candidates since March, following the 6.0.1 patch in February. No major feature lands in this window; the visible activity is release mechanics, not product change.
The cadence points to 6.1.0 nearing a general-availability vote, with the helm chart tracking each version for Kubernetes deployment. Expect the RC sequence to converge on a final 6.1.0 cut.
A 6.1.0 GA release and a matching helm chart bump are the most likely next entries.
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.
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.
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.
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 Apache Superset or Zoho Analytics.
Countly runs a sustained security-hardening pass across its 24.05 and 25.03 lines
Cluvio keeps sharpening the SQL-analyst workflow, and now lets you query files without a database.
Fulcrum hardens its field-collection core with cross-platform tracking and map fixes
Geckoboard is refining the dashboard itself — more filtering control and faster data.
Deepnote turns the notebook into shared context for AI coding agents
NocoDB is steadily expanding from a spreadsheet-database into a fuller project and data workspace.
See all Apache Superset alternatives → · See all Zoho Analytics alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. Zoho Analytics is currently shipping more aggressively (velocity 6.3 vs 0.0), 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.
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Zoho Analytics is currently shipping more aggressively (velocity 6.3 vs 0.0), 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.
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/superset for the full list with editorial commentary on each.
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.