OpenPanel
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Comparison · Analytics
Evidence vs Lightdash
A side-by-side editorial comparison of Evidence and Lightdash — release velocity, themes, recent moves, and the top alternatives to consider.
Evidence vs Lightdash: at a glance
| Feature | Evidence | Lightdash |
|---|---|---|
| Sector | Analytics | Analytics |
| Velocity score | 0.0 | 8.8 |
| Sparks · 30d | 0 | 1 |
| Top themes | bi-as-code, sql, dependencies, security | ai-agents, business-intelligence, semantic-layer, custom-charts |
| Last editorial update | 3h ago | 12d ago |
| Website | Visit → | — |
What is 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.
What is Lightdash?
Lightdash gives its AI agents reusable, parameterized skills
Lightdash is shipping on three tracks at once: AI agents (findings pushed to Linear and Jira, and now reusable skills invoked with a slash command), extensibility (AI-described custom chart types, nested BigQuery/Databricks columns, native YAML without dbt), and governance (verified-content review queues, dashboard owners, duplicate detection). Smaller quality-of-life work fills the gaps, such as dashboard comment panels and warehouse connection tests.
Evidence vs Lightdash: editorial side-by-side
Evidence
0.0ANALYTICS
Evidence's last release was a February CVE sweep that also removed Evidence Cloud references.
◆ Current state
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.
◆ Where it's heading
Nothing has shipped in the eight months since, so the open-source BI-as-code framework looks to be in maintenance mode. Removing Evidence Cloud references suggests the hosted offering has been dropped or separated, though the entries do not say why.
◆ Prediction
It is unclear from the entries whether active development will resume; the next release is more likely another dependency or security patch than new features.
Lightdash
8.8ANALYTICS
Lightdash gives its AI agents reusable, parameterized skills
◆ Current state
Lightdash is shipping on three tracks at once: AI agents (findings pushed to Linear and Jira, and now reusable skills invoked with a slash command), extensibility (AI-described custom chart types, nested BigQuery/Databricks columns, native YAML without dbt), and governance (verified-content review queues, dashboard owners, duplicate detection). Smaller quality-of-life work fills the gaps, such as dashboard comment panels and warehouse connection tests.
◆ Where it's heading
The AI agent is turning from a question-answering feature into something teams configure and operate. Skills make agent behavior repeatable, the issue-tracker export makes its output actionable, and the governance work gives teams a way to decide which content the agent and its users should trust. The extensibility work loosens Lightdash's dependence on dbt and fixed chart libraries.
◆ Prediction
Expect skills to connect with existing scheduler and delivery features so a procedure can run on a schedule and post its result. The entries show both pieces but not yet the link between them.
Alternatives to Evidence and Lightdash
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 Evidence or Lightdash.
OpenHouse
OpenHouse starts simplifying replication by making its catalog, not Iceberg metadata, the source.
Basedash
Basedash adds view-only seats so whole departments can read dashboards without editing.
OpenReplay
OpenReplay adds offline license tokens so air-gapped installs can run licensed.
Tinybird
Tinybird switches off Classic for Free and Developer plans, leaving Forward as the only path.
OpenCTI
OpenCTI's weekly train now merges entities in the knowledge view and reads defanged IOCs.
See all Evidence alternatives → · See all Lightdash alternatives →
Recent activity from Evidence and Lightdash
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 12d agoLightdash🎓 Teach your AI agents reusable skills ⚡
- 25d agoLightdash🪆 Explore nested and repeated columns
- 1mo agoLightdash✅ Promote, own, and find verified content
- 1mo agoLightdash🔌 Test your warehouse connection before you save it
- 1mo agoLightdash💬 A comments panel for your dashboards
- 1mo agoLightdash🧩 Build your own chart types ⚡
- 8mo agoEvidenceSQLite connector picks up CVE-patched shared dependency
- 8mo agoEvidencePreprocessor package updates to resolve CVEs
- 8mo agoEvidenceTrino connector picks up CVE-patched shared dependency
- 8mo agoEvidenceSDK patches CVEs and removes Evidence Cloud references
- 8mo agoEvidenceRedshift connector picks up CVE-patched dependencies
- 8mo agoEvidenceSnowflake connector picks up CVE-patched shared dependency
Frequently asked questions
What is the difference between Evidence and Lightdash?
They serve adjacent needs but don't currently overlap on shipped themes. Lightdash is currently shipping more aggressively (velocity 8.8 vs 0.0), 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 Evidence better than Lightdash?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Lightdash is currently shipping more aggressively (velocity 8.8 vs 0.0), 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 Evidence?
Top Evidence alternatives in Analytics are ranked by recent ship velocity. Browse the "Evidence alternatives" section above for the current picks, or visit /alternatives/evidence for the full list with editorial commentary on each.
What are the best alternatives to Lightdash?
Top Lightdash alternatives in Analytics are ranked by recent ship velocity. Browse the "Lightdash alternatives" section above for the current picks, or visit /alternatives/lightdash for the full list with editorial commentary on each.