ANALYTICS
Fulcrum turns on Insights, its AI assistant for field data, for every customer.
Alternatives · analytics tools
Zoho Analytics alternatives
The best Zoho Analytics alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Oct 29, 2026
Looking for the best alternatives to Zoho Analytics? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, Zoho Analytics shipped 0 meaningful updates in the last 30 days and carries a velocity score of 5.0 out of 10 in 2026. The alternatives below are ranked the same way, so you're comparing real release momentum, not marketing claims.
About 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.
Velocity 5.0 · Last update 4mo ago
Top 12 alternatives to Zoho Analytics
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
ANALYTICS
Holistics lets admins put a key dashboard on everyone's Home page.
ANALYTICS
NocoDB lets MCP clients connect by signing in and adds workflow run playback in 2026.10.0.
ANALYTICS
Lightdash opens AI-built chart types to every cloud user, through the app or MCP.
ANALYTICS
dbt's 1.x releases now point users at v2 straight from the command line.
ANALYTICS
RStudio's first October patch is a branch merge, extending a long run of release-train upkeep.
ANALYTICS
OpenReplay moves its Go backend to pgx v5 and patches vulnerable deps across 1.25–1.27.
ANALYTICS
Basedash automations can now attach scheduled CSV exports to Slack and email.
ANALYTICS
OpenPanel tags three more note-free builds in one evening, reaching 3.16.4.
ANALYTICS
OpenHouse locks down its column-defaults capability flag as default values near completion.
ANALYTICS
Countly 25.03.58 tightens API tokens, sessions and login lockouts in one security patch.
ANALYTICS
Keboola adds dark mode while it tightens the MCP server and retires idle workspaces.
Zoho Analytics vs alternatives — shipping velocity at a glance
Velocity score (0–10) and meaningful releases shipped in the last 30 days, from official changelogs. Higher = shipping faster.
| Product | Velocity | Sparks · 30d | Focus areas | Latest release |
|---|---|---|---|---|
| Zoho Analytics (baseline) | 5.0 | 0 | business-intelligencecontent-marketingagentic-data | — |
| Fulcrum | 6.3 | 1 | field data collectionai assistantmobile | Insights AI assistant opens to all customers in public beta |
| Holistics | 6.3 | 0 | business intelligencesemantic layerdashboards | — |
| NocoDB | 6.3 | 0 | mcpno-code databaseworkflow automation | 2026.09.1 : MCP for Your Whole Account |
| Lightdash | 6.3 | 1 | business intelligencesemantic layerai agents | 🎓 Teach your AI agents reusable skills |
| dbt Core | 6.3 | 0 | fusion-migrationv2-transitionsemantic-layer | dbt v2.0.0 |
| RStudio | 5.0 | 0 | ider-languagerelease-train | — |
| OpenReplay | 5.0 | 0 | session replayself-hostedgo | — |
| Basedash | 5.0 | 0 | business-intelligenceai-analyticsautomations | — |
| OpenPanel | 5.0 | 0 | product-analyticsopen-sourceself-hosted | — |
| OpenHouse | 5.0 | 0 | data lakehouseicebergtable catalog | — |
| Countly | 5.0 | 0 | product-analyticsself-hostedsecurity-patches | — |
| Keboola | 5.0 | 0 | data-platformmcpai-assistant | — |
The 12 best Zoho Analytics alternatives, in depth
1. Fulcrum · velocity 6.3
Fulcrum turns on Insights, its AI assistant for field data, for every customer.
Over the last 30 days Fulcrum shipped 1 meaningful update vs Zoho Analytics's 0, most recently “Insights AI assistant opens to all customers in public beta”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Zoho Analytics leans on business intelligence, content marketing and agentic data, Fulcrum focuses on field data collection, ai assistant and mobile.
Over the last 30 days Fulcrum has been shipping faster than Zoho Analytics — a point in its favour if release momentum matters to you.
Full Fulcrum trajectory → · Compare Zoho Analytics vs Fulcrum →
2. Holistics · velocity 6.3
Holistics lets admins put a key dashboard on everyone's Home page.
Its velocity score of 6.3/10 reflects longer-term release cadence.
Where Zoho Analytics leans on business intelligence, content marketing and agentic data, Holistics focuses on business intelligence, semantic layer and dashboards.
Holistics and Zoho Analytics have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full Holistics trajectory → · Compare Zoho Analytics vs Holistics →
3. NocoDB · velocity 6.3
NocoDB lets MCP clients connect by signing in and adds workflow run playback in 2026.10.0.
Its velocity score of 6.3/10 reflects longer-term release cadence; its most recent meaningful update was “2026.09.1 : MCP for Your Whole Account”.
Where Zoho Analytics leans on business intelligence, content marketing and agentic data, NocoDB focuses on mcp, no code database and workflow automation.
NocoDB and Zoho Analytics have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full NocoDB trajectory → · Compare Zoho Analytics vs NocoDB →
4. Lightdash · velocity 6.3
Lightdash opens AI-built chart types to every cloud user, through the app or MCP.
Over the last 30 days Lightdash shipped 1 meaningful update vs Zoho Analytics's 0, most recently “🎓 Teach your AI agents reusable skills”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Zoho Analytics leans on business intelligence, content marketing and agentic data, Lightdash focuses on business intelligence, semantic layer and ai agents.
Over the last 30 days Lightdash has been shipping faster than Zoho Analytics — a point in its favour if release momentum matters to you.
Full Lightdash trajectory → · Compare Zoho Analytics vs Lightdash →
5. dbt Core · velocity 6.3
Dbt's 1.x releases now point users at v2 straight from the command line.
Its velocity score of 6.3/10 reflects longer-term release cadence; its most recent meaningful update was “dbt v2.0.0”.
Where Zoho Analytics leans on business intelligence, content marketing and agentic data, dbt Core focuses on fusion migration, v2 transition and semantic layer.
dbt Core and Zoho Analytics have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full dbt Core trajectory → · Compare Zoho Analytics vs dbt Core →
6. RStudio · velocity 5.0
RStudio's first October patch is a branch merge, extending a long run of release-train upkeep.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Zoho Analytics leans on business intelligence, content marketing and agentic data, RStudio focuses on ide, r language and release train.
RStudio and Zoho Analytics have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full RStudio trajectory → · Compare Zoho Analytics vs RStudio →
7. OpenReplay · velocity 5.0
OpenReplay moves its Go backend to pgx v5 and patches vulnerable deps across 1.25–1.27.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Zoho Analytics leans on business intelligence, content marketing and agentic data, OpenReplay focuses on session replay, self hosted and go.
OpenReplay and Zoho Analytics have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full OpenReplay trajectory → · Compare Zoho Analytics vs OpenReplay →
8. Basedash · velocity 5.0
Basedash automations can now attach scheduled CSV exports to Slack and email.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Zoho Analytics leans on business intelligence, content marketing and agentic data, Basedash focuses on business intelligence, ai analytics and automations.
Basedash and Zoho Analytics have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full Basedash trajectory → · Compare Zoho Analytics vs Basedash →
9. OpenPanel · velocity 5.0
OpenPanel tags three more note-free builds in one evening, reaching 3.16.4.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Zoho Analytics leans on business intelligence, content marketing and agentic data, OpenPanel focuses on product analytics, open source and self hosted.
OpenPanel and Zoho Analytics have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full OpenPanel trajectory → · Compare Zoho Analytics vs OpenPanel →
10. OpenHouse · velocity 5.0
OpenHouse locks down its column-defaults capability flag as default values near completion.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Zoho Analytics leans on business intelligence, content marketing and agentic data, OpenHouse focuses on data lakehouse, iceberg and table catalog.
OpenHouse and Zoho Analytics have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full OpenHouse trajectory → · Compare Zoho Analytics vs OpenHouse →
11. Countly · velocity 5.0
Countly 25.03.58 tightens API tokens, sessions and login lockouts in one security patch.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Zoho Analytics leans on business intelligence, content marketing and agentic data, Countly focuses on product analytics, self hosted and security patches.
Countly and Zoho Analytics have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full Countly trajectory → · Compare Zoho Analytics vs Countly →
12. Keboola · velocity 5.0
Keboola adds dark mode while it tightens the MCP server and retires idle workspaces.
Its velocity score of 5.0/10 reflects longer-term release cadence.
Where Zoho Analytics leans on business intelligence, content marketing and agentic data, Keboola focuses on data platform, mcp and ai assistant.
Keboola and Zoho Analytics have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full Keboola trajectory → · Compare Zoho Analytics vs Keboola →
Frequently asked questions
What are the best alternatives to Zoho Analytics?
The top Zoho Analytics alternatives we currently track in analytics tools are Fulcrum, Holistics, NocoDB, Lightdash, dbt Core, ranked by recent ship velocity.
How is this list of Zoho Analytics alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare Zoho Analytics directly with one of these alternatives?
Yes — every card has a "Compare with Zoho Analytics" link to a side-by-side /compare page.