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Comparison · Analytics
MotherDuck vs Zoho Analytics
A side-by-side editorial comparison of MotherDuck and Zoho Analytics — release velocity, themes, recent moves, and the top alternatives to consider.
MotherDuck vs Zoho Analytics: at a glance
What is MotherDuck?
MotherDuck adds who-can-open controls to Dives and a SQL view of compute usage.
MotherDuck ships a weekly changelog. The November 12 release lets owners keep a Dive private or share it with roles, users or the whole organization, with matching GRANT READ ON DIVE commands; new Dives start private. Flight run access can now be managed in the UI, and Business plans can query hourly Duckling usage per user from MD_INFORMATION_SCHEMA.COMPUTE_USAGE. It lands a week after the redesign that put Agent Chat on the home screen.
What is Zoho Analytics?
Zoho Analytics' tracked feed is its BI marketing blog, not a release log
The feed tracked here is Zoho Analytics' marketing blog rather than a product changelog. The recent window is dominated by a four-part 'agentic data infrastructure' thought-leadership series plus build-vs-buy and BI-strategy explainers. The only release-grade item is the Tally Prime connector; everything else is editorial positioning around AI-readiness and the broader Zoho suite.
MotherDuck vs Zoho Analytics: editorial side-by-side
MotherDuck
6.3ANALYTICS
MotherDuck adds who-can-open controls to Dives and a SQL view of compute usage.
◆ Current state
MotherDuck ships a weekly changelog. The November 12 release lets owners keep a Dive private or share it with roles, users or the whole organization, with matching GRANT READ ON DIVE commands; new Dives start private. Flight run access can now be managed in the UI, and Business plans can query hourly Duckling usage per user from MD_INFORMATION_SCHEMA.COMPUTE_USAGE. It lands a week after the redesign that put Agent Chat on the home screen.
◆ Where it's heading
The agent-first redesign made Dives and Flights the things people create; the releases since are about controlling who sees and runs them and what they cost. Governance that began with row- and column-level security in October now covers the agent-built objects too.
◆ Prediction
Next likely are finer controls on what Agent Chat can do on a user's behalf, or usage limits built on the new compute usage view, since both follow from the permissions and cost work in the last two releases.
Zoho Analytics
5.0ANALYTICS
Zoho Analytics' tracked feed is its BI marketing blog, not a release log
◆ Current state
The feed tracked here is Zoho Analytics' marketing blog rather than a product changelog. The recent window is dominated by a four-part 'agentic data infrastructure' thought-leadership series plus build-vs-buy and BI-strategy explainers. The only release-grade item is the Tally Prime connector; everything else is editorial positioning around AI-readiness and the broader Zoho suite.
◆ Where it's heading
The editorial line is consistent: position Zoho Analytics as the unified data-and-semantic layer that makes AI agents useful, and as the reporting tier sitting on top of Zoho CRM, ERP, and Inventory. The product story being told is one of deeper in-suite integration and an AI-foundation narrative, but the blog format makes it hard to separate shipped capability from messaging.
◆ Prediction
Expect continued agentic-data framing and more first-party connectors across the Zoho suite. Because this is a blog feed, real release signal will keep arriving buried inside essays rather than as discrete changelog entries.
Alternatives to MotherDuck and Zoho Analytics
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 MotherDuck or Zoho Analytics.
Dovetail
Dovetail lets admins choose which connectors members can plug into the workspace.
Dagster
Dagster drops Python 3.10 and lets agents run schedules and sensors through MCP.
OpenHouse
OpenHouse adds time-zone-aware retention and per-database table caps.
Countly
Countly 25.03.59 defaults to Node 26, supports MongoDB 9 and tightens app scoping.
Kubecost
Kubecost cuts three 3.3.2 release candidates in two days, still without notes.
See all MotherDuck alternatives → · See all Zoho Analytics alternatives →
Recent activity from MotherDuck and Zoho Analytics
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d agoMotherDuckDive sharing controls, Flight access UI and compute usage in SQL
- 10d agoMotherDuckRedesigned UI puts Agent Chat on the home screen ⚡
- 21d agoMotherDuckRow-level security, Dive write-back and Flight run grants
- 28d agoMotherDuckImage inputs for prompt_jev() and Agent Chat that builds Dives
- 1mo agoMotherDuckAdmin API user listing, connection timeouts, prompt_jev() in EU
- 1mo agoMotherDuckAI functions 50-60% cheaper; prompt_jev() billing begins
- 4mo agoZoho AnalyticsHow to Build Your Agentic Data Foundation with Zoho Analytics and Zoho DataPrep
- 5mo agoZoho AnalyticsWhat AI agents actually need: A unified data and semantic layer
- 5mo agoZoho AnalyticsAgentic AI: The need for a data foundation
- 5mo agoZoho AnalyticsThe next layer of analytics for your Zoho CRM data
- 6mo agoZoho AnalyticsZoho Analytics Now Connects to Tally Prime
- 6mo agoZoho AnalyticsWhat Is a Business Intelligence Strategy? A Guide to Scalable, AI-Ready Analytics
Frequently asked questions
What is the difference between MotherDuck and Zoho Analytics?
They serve adjacent needs but don't currently overlap on shipped themes. MotherDuck 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 MotherDuck better than Zoho Analytics?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. MotherDuck 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 MotherDuck?
Top MotherDuck alternatives in Analytics are ranked by recent ship velocity. Browse the "MotherDuck alternatives" section above for the current picks, or visit /alternatives/motherduck for the full list with editorial commentary on each.
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.