ANALYTICS
Lightdash gives its AI agents reusable, parameterized skills
Alternatives · analytics tools
Evidence alternatives
The best Evidence alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Oct 19, 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 1h 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 is pulling analysis out of Explore and onto the dashboard itself.
ANALYTICS
NocoDB is turning itself into a database that AI agents can operate, one MCP release at a time.
ANALYTICS
Basedash adds view-only seats so whole departments can read dashboards without editing.
ANALYTICS
dbt's 1.x releases now point users at v2 straight from the command line.
ANALYTICS
Omni extends scheduled delivery and alerts to workbooks as AI model suggestions reach GA.
ANALYTICS
HyperDX now tags every ClickHouse query it runs, so teams can see which dashboard drives the load.
ANALYTICS
Keboola makes pre-built images the default so data apps start without installing.
ANALYTICS
Hex turns its agent from a query helper into a governed app builder.
ANALYTICS
OpenPanel's 3.x line hits six builds in 36 hours, still without release notes.
ANALYTICS
OpenHouse starts simplifying replication by making its catalog, not Iceberg metadata, the source.
ANALYTICS
OpenReplay adds offline license tokens so air-gapped installs can run licensed.
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 | — |
| Lightdash | 8.8 | 1 | ai-agentsbusiness-intelligencesemantic-layer | 🎓 Teach your AI agents reusable skills |
| Holistics | 7.5 | 0 | business-intelligenceai-automationdashboards | — |
| NocoDB | 7.5 | 1 | mcpai-agentsno-code-database | 2026.09.1 : MCP for Your Whole Account |
| Basedash | 6.3 | 0 | ai-analystconversational-bipermissions | — |
| dbt Core | 6.3 | 0 | fusion-migrationv2-transitionsemantic-layer | dbt v2.0.0 |
| Omni | 6.3 | 1 | ai-native-bianalyticsscheduled-delivery | dbt on Trino, embedded routines and MCP app-management tools |
| HyperDX | 6.3 | 0 | observabilitypromqlclickhouse | — |
| Keboola | 6.3 | 0 | data-platformai-agentsagent-memory | — |
| Hex | 6.3 | 0 | ai agentsgenerative appsagent governance | Publish eval suites, skip approvals, and build Hex projects from your chat agent |
| OpenPanel | 5.0 | 0 | product-analyticsself-hostingcli | — |
| OpenHouse | 5.0 | 0 | icebergdata-catalogreplication | — |
| OpenReplay | 5.0 | 0 | session replayself-hostingair-gapped | — |
The 12 best Evidence alternatives, in depth
1. Lightdash · velocity 8.8
Lightdash gives its AI agents reusable, parameterized skills.
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 8.8/10 blends that with longer-term release cadence.
Where Evidence leans on bi as code, sql and dependencies, Lightdash focuses on ai agents, business intelligence and semantic layer.
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 →
2. Holistics · velocity 7.5
Holistics is pulling analysis out of Explore and onto the dashboard itself.
Its velocity score of 7.5/10 reflects longer-term release cadence.
Where Evidence leans on bi as code, sql and dependencies, Holistics focuses on business intelligence, ai automation 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 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 1 meaningful update vs Evidence'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 Evidence leans on bi as code, sql and dependencies, NocoDB focuses on mcp, ai agents and no code database.
Over the last 30 days NocoDB has been shipping faster than Evidence — a point in its favour if release momentum matters to you.
4. Basedash · velocity 6.3
Basedash adds view-only seats so whole departments can read dashboards without editing.
Its velocity score of 6.3/10 reflects longer-term release cadence.
Where Evidence leans on bi as code, sql and dependencies, Basedash focuses on ai analyst, conversational bi and permissions.
Basedash and Evidence have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
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. Omni · velocity 6.3
Omni extends scheduled delivery and alerts to workbooks as AI model suggestions reach GA.
Over the last 30 days Omni shipped 1 meaningful update vs Evidence's 0, most recently “dbt on Trino, embedded routines and MCP app-management tools”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Evidence leans on bi as code, sql and dependencies, Omni focuses on ai native bi, analytics and scheduled delivery.
Over the last 30 days Omni has been shipping faster than Evidence — a point in its favour if release momentum matters to you.
7. HyperDX · velocity 6.3
HyperDX now tags every ClickHouse query it runs, so teams can see which dashboard drives the load.
Its velocity score of 6.3/10 reflects longer-term release cadence.
Where Evidence leans on bi as code, sql and dependencies, HyperDX focuses on observability, promql and clickhouse.
HyperDX and Evidence have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
8. Keboola · velocity 6.3
Keboola makes pre-built images the default so data apps start without installing.
Its velocity score of 6.3/10 reflects longer-term release cadence.
Where Evidence leans on bi as code, sql and dependencies, Keboola focuses on data platform, ai agents and agent memory.
Keboola and Evidence have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
9. Hex · velocity 6.3
Hex turns its agent from a query helper into a governed app builder.
Its velocity score of 6.3/10 reflects longer-term release cadence; its most recent meaningful update was “Publish eval suites, skip approvals, and build Hex projects from your chat agent”.
Where Evidence leans on bi as code, sql and dependencies, Hex focuses on ai agents, generative apps and agent governance.
Hex and Evidence have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
10. OpenPanel · velocity 5.0
OpenPanel's 3.x line hits six builds in 36 hours, still without release notes.
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, self hosting and cli.
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 →
11. OpenHouse · velocity 5.0
OpenHouse starts simplifying replication by making its catalog, not Iceberg metadata, the source.
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 iceberg, data catalog and replication.
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 →
12. OpenReplay · velocity 5.0
OpenReplay adds offline license tokens so air-gapped installs can run licensed.
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 hosting and air gapped.
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 →
Frequently asked questions
What are the best alternatives to Evidence?
The top Evidence alternatives we currently track in analytics tools are Lightdash, Holistics, NocoDB, Basedash, 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.