ANALYTICS
Fulcrum turns on Insights, its AI assistant for field data, for every customer.
Alternatives · analytics tools
Evidence alternatives
The best Evidence alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Oct 29, 2026
Looking for the best alternatives to Evidence? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, Evidence shipped 0 meaningful updates in the last 30 days and carries a velocity score of 0.0 out of 10 in 2026. The alternatives below are ranked the same way, so you're comparing real release momentum, not marketing claims.
About Evidence
Evidence's last release was a February CVE sweep that also removed Evidence Cloud references.
Every tracked Evidence release is from a single day, February 6, 2026: a coordinated patch across the SDK, preprocessor, universal SQL layer and database connectors to pick up dependency updates for CVEs. The SDK patch also removes references to Evidence Cloud.
Velocity 0.0 · Last update 10d ago
Top 12 alternatives to Evidence
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.
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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.
Evidence 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 |
|---|---|---|---|---|
| Evidence (baseline) | 0.0 | 0 | bi-as-codesqldependencies | — |
| 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 Evidence 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 Evidence'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 Evidence leans on bi as code, sql and dependencies, Fulcrum focuses on field data collection, ai assistant and mobile.
Over the last 30 days Fulcrum has been shipping faster than Evidence — a point in its favour if release momentum matters to you.
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 Evidence leans on bi as code, sql and dependencies, Holistics focuses on business intelligence, semantic layer and dashboards.
Holistics and Evidence 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 Evidence 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 Evidence leans on bi as code, sql and dependencies, NocoDB focuses on mcp, no code database and workflow automation.
NocoDB and Evidence have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
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 Evidence'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 Evidence leans on bi as code, sql and dependencies, Lightdash focuses on business intelligence, semantic layer and ai agents.
Over the last 30 days Lightdash has been shipping faster than Evidence — a point in its favour if release momentum matters to you.
Full Lightdash trajectory → · Compare Evidence 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 Evidence leans on bi as code, sql and dependencies, dbt Core focuses on fusion migration, v2 transition and semantic layer.
dbt Core and Evidence have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
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 Evidence leans on bi as code, sql and dependencies, RStudio focuses on ide, r language and release train.
RStudio and Evidence have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
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 Evidence leans on bi as code, sql and dependencies, OpenReplay focuses on session replay, self hosted and go.
OpenReplay and Evidence 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 Evidence 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 Evidence leans on bi as code, sql and dependencies, Basedash focuses on business intelligence, ai analytics and automations.
Basedash and Evidence have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
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 Evidence leans on bi as code, sql and dependencies, OpenPanel focuses on product analytics, open source and self hosted.
OpenPanel and Evidence 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 Evidence 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 Evidence leans on bi as code, sql and dependencies, OpenHouse focuses on data lakehouse, iceberg and table catalog.
OpenHouse and Evidence 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 Evidence 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 Evidence leans on bi as code, sql and dependencies, Countly focuses on product analytics, self hosted and security patches.
Countly and Evidence have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
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 Evidence leans on bi as code, sql and dependencies, Keboola focuses on data platform, mcp and ai assistant.
Keboola and Evidence have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Frequently asked questions
What are the best alternatives to Evidence?
The top Evidence alternatives we currently track in analytics tools are Fulcrum, Holistics, NocoDB, Lightdash, dbt Core, ranked by recent ship velocity.
How is this list of Evidence alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare Evidence directly with one of these alternatives?
Yes — every card has a "Compare with Evidence" link to a side-by-side /compare page.