ANALYTICS
Holistics is turning its BI layer into a place where AI runs on a schedule.
Alternatives · analytics tools
Zoho Analytics alternatives
The best Zoho Analytics alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Oct 3, 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 3mo 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
Omni keeps widening who and what can operate its BI layer: agents, external users, routines.
ANALYTICS
Basedash is turning chat and MCP into the main way dashboards get built.
ANALYTICS
NocoDB is turning itself into a database that AI agents can operate, one MCP release at a time.
ANALYTICS
Lightdash ships AI-described custom chart types and a content governance overhaul in one week
ANALYTICS
dbt 2.0 ships — proprietary binary forks from dbt-oss as AI agent skills land
ANALYTICS
OpenCTI ships near-daily, steering security coverage and AI work through XTM One.
ANALYTICS
After the MCP launch, Fulcrum is in a maintenance stretch while Photo FastFill grinds through alpha.
ANALYTICS
HyperDX is widening its PromQL and metrics support toward Grafana-style dashboards.
ANALYTICS
Keboola's AI agent Kai reaches GA while the platform gets faster underneath.
ANALYTICS
Hex turns its agent from a query helper into a governed app builder.
ANALYTICS
OpenObserve shipped 1.0 and is now in stabilization mode, with 1.1 lining up behind it.
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 | — |
| Holistics | 7.5 | 1 | business-intelligenceai-automationsemantic-layer | âï¸ Automate repetitive AI work with AI Tasks |
| Omni | 7.5 | 2 | ai-native-bianalyticsmcp-integration | dbt on Trino, embedded routines and MCP app-management tools |
| Basedash | 7.5 | 2 | ai analyticsmcpdashboards | Introducing Basedash MCP write: build charts from anywhere |
| NocoDB | 7.5 | 2 | mcpai-agentsno-code-database | 2026.09.1 : MCP for Your Whole Account |
| Lightdash | 7.5 | 1 | analytics-platformcustom-chartscontent-governance | 🧩 Build your own chart types |
| dbt Core | 7.5 | 1 | major-releaseoss-forkagent-skills | dbt v2.0.0 |
| OpenCTI | 6.3 | 0 | threat intelligencesecurity coveragextm one | — |
| Fulcrum | 6.3 | 0 | field data collectionmobilegis | — |
| HyperDX | 6.3 | 0 | observabilitypromqlclickhouse | — |
| Keboola | 6.3 | 1 | data-platformai-agentsmcp | Kai is Now Generally Available (Multi-Tenant, Contracted Customers) |
| Hex | 6.3 | 1 | ai agentsgenerative appsagent governance | Publish eval suites, skip approvals, and build Hex projects from your chat agent |
| OpenObserve | 6.3 | 0 | observabilitypromqlmetrics | — |
The 12 best Zoho Analytics alternatives, in depth
1. Holistics · velocity 7.5
Holistics is turning its BI layer into a place where AI runs on a schedule.
Over the last 30 days Holistics shipped 1 meaningful update vs Zoho Analytics's 0, most recently “âï¸ Automate repetitive AI work with AI Tasks”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Zoho Analytics leans on business intelligence, content marketing and agentic data, Holistics focuses on business intelligence, ai automation and semantic layer.
Over the last 30 days Holistics has been shipping faster than Zoho Analytics — a point in its favour if release momentum matters to you.
Full Holistics trajectory → · Compare Zoho Analytics vs Holistics →
2. Omni · velocity 7.5
Omni keeps widening who and what can operate its BI layer: agents, external users, routines.
Over the last 30 days Omni shipped 2 meaningful updates vs Zoho Analytics's 0, most recently “dbt on Trino, embedded routines and MCP app-management tools”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Zoho Analytics leans on business intelligence, content marketing and agentic data, Omni focuses on ai native bi, analytics and mcp integration.
Over the last 30 days Omni has been shipping faster than Zoho Analytics — a point in its favour if release momentum matters to you.
3. Basedash · velocity 7.5
Basedash is turning chat and MCP into the main way dashboards get built.
Over the last 30 days Basedash shipped 2 meaningful updates vs Zoho Analytics's 0, most recently “Introducing Basedash MCP write: build charts from anywhere”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Zoho Analytics leans on business intelligence, content marketing and agentic data, Basedash focuses on ai analytics, mcp and dashboards.
Over the last 30 days Basedash has been shipping faster than Zoho Analytics — a point in its favour if release momentum matters to you.
Full Basedash trajectory → · Compare Zoho Analytics vs Basedash →
4. NocoDB · velocity 7.5
NocoDB is turning itself into a database that AI agents can operate, one MCP release at a time.
Over the last 30 days NocoDB shipped 2 meaningful updates vs Zoho Analytics's 0, most recently “2026.09.1 : MCP for Your Whole Account”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Zoho Analytics leans on business intelligence, content marketing and agentic data, NocoDB focuses on mcp, ai agents and no code database.
Over the last 30 days NocoDB has been shipping faster than Zoho Analytics — a point in its favour if release momentum matters to you.
Full NocoDB trajectory → · Compare Zoho Analytics vs NocoDB →
5. Lightdash · velocity 7.5
Lightdash ships AI-described custom chart types and a content governance overhaul in one week.
Over the last 30 days Lightdash shipped 1 meaningful update vs Zoho Analytics's 0, most recently “🧩 Build your own chart types”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Zoho Analytics leans on business intelligence, content marketing and agentic data, Lightdash focuses on analytics platform, custom charts and content governance.
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 →
6. dbt Core · velocity 7.5
Dbt 2.0 ships — proprietary binary forks from dbt-oss as AI agent skills land.
Over the last 30 days dbt Core shipped 1 meaningful update vs Zoho Analytics's 0, most recently “dbt v2.0.0”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Zoho Analytics leans on business intelligence, content marketing and agentic data, dbt Core focuses on major release, oss fork and agent skills.
Over the last 30 days dbt Core has been shipping faster than Zoho Analytics — a point in its favour if release momentum matters to you.
Full dbt Core trajectory → · Compare Zoho Analytics vs dbt Core →
7. OpenCTI · velocity 6.3
OpenCTI ships near-daily, steering security coverage and AI work through XTM One.
Its velocity score of 6.3/10 reflects longer-term release cadence.
Where Zoho Analytics leans on business intelligence, content marketing and agentic data, OpenCTI focuses on threat intelligence, security coverage and xtm one.
OpenCTI 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 OpenCTI trajectory → · Compare Zoho Analytics vs OpenCTI →
8. Fulcrum · velocity 6.3
After the MCP launch, Fulcrum is in a maintenance stretch while Photo FastFill grinds through alpha.
Its velocity score of 6.3/10 reflects longer-term release cadence.
Where Zoho Analytics leans on business intelligence, content marketing and agentic data, Fulcrum focuses on field data collection, mobile and gis.
Fulcrum 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 Fulcrum trajectory → · Compare Zoho Analytics vs Fulcrum →
9. HyperDX · velocity 6.3
HyperDX is widening its PromQL and metrics support toward Grafana-style dashboards.
Its velocity score of 6.3/10 reflects longer-term release cadence.
Where Zoho Analytics leans on business intelligence, content marketing and agentic data, HyperDX focuses on observability, promql and clickhouse.
HyperDX 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 HyperDX trajectory → · Compare Zoho Analytics vs HyperDX →
10. Keboola · velocity 6.3
Keboola's AI agent Kai reaches GA while the platform gets faster underneath.
Over the last 30 days Keboola shipped 1 meaningful update vs Zoho Analytics's 0, most recently “Kai is Now Generally Available (Multi-Tenant, Contracted Customers)”. 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, Keboola focuses on data platform, ai agents and mcp.
Over the last 30 days Keboola has been shipping faster than Zoho Analytics — a point in its favour if release momentum matters to you.
Full Keboola trajectory → · Compare Zoho Analytics vs Keboola →
11. Hex · velocity 6.3
Hex turns its agent from a query helper into a governed app builder.
Over the last 30 days Hex shipped 1 meaningful update vs Zoho Analytics's 0, most recently “Publish eval suites, skip approvals, and build Hex projects from your chat agent”. 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, Hex focuses on ai agents, generative apps and agent governance.
Over the last 30 days Hex has been shipping faster than Zoho Analytics — a point in its favour if release momentum matters to you.
12. OpenObserve · velocity 6.3
OpenObserve shipped 1.0 and is now in stabilization mode, with 1.1 lining up behind it.
Its velocity score of 6.3/10 reflects longer-term release cadence.
Where Zoho Analytics leans on business intelligence, content marketing and agentic data, OpenObserve focuses on observability, promql and metrics.
OpenObserve 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 OpenObserve trajectory → · Compare Zoho Analytics vs OpenObserve →
Frequently asked questions
What are the best alternatives to Zoho Analytics?
The top Zoho Analytics alternatives we currently track in analytics tools are Holistics, Omni, Basedash, NocoDB, Lightdash, 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.