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Comparison · Analytics
Keboola vs Lightdash
A side-by-side editorial comparison of Keboola and Lightdash — release velocity, themes, recent moves, and the top alternatives to consider.
Shared themes:mcp
Keboola vs Lightdash: at a glance
| Feature | Keboola | Lightdash |
|---|---|---|
| Sector | Analytics | Analytics |
| Velocity score | 5.0 | 6.3 |
| Sparks · 30d | 0 | 1 |
| Top themes | data-platform, mcp, governance, dev-environments | business intelligence, semantic layer, ai agents, mcp |
| Last editorial update | 18h ago | 5d ago |
| Website | Visit → | — |
What is Keboola?
Keboola turns on Branched Storage for all stacks from November 2.
Keboola's recent releases split between hygiene and AI-agent safety. Branched Storage, which gives development branches their own isolated storage, is enabled on all stacks from November 2, with some exceptions handled directly. The MCP server's query_data tool is now read-only, new data app images fix security vulnerabilities, emailing API tokens is being retired, and idle Snowflake and BigQuery workspaces will be deactivated from 9 November. The UI also gained dark mode.
What is Lightdash?
Lightdash opens AI-built chart types to every cloud user, through the app or MCP.
Lightdash is an open-source BI layer that is turning its semantic layer into a workspace for AI agents. Chart Studio, where users describe a chart and Lightdash builds a reusable project-level chart type, is now available to all cloud users, including from Claude through the Lightdash MCP. It follows agent skills, which let teams save parameterized analysis procedures.
Keboola vs Lightdash: editorial side-by-side
Keboola
5.0ANALYTICS
Keboola turns on Branched Storage for all stacks from November 2.
◆ Current state
Keboola's recent releases split between hygiene and AI-agent safety. Branched Storage, which gives development branches their own isolated storage, is enabled on all stacks from November 2, with some exceptions handled directly. The MCP server's query_data tool is now read-only, new data app images fix security vulnerabilities, emailing API tokens is being retired, and idle Snowflake and BigQuery workspaces will be deactivated from 9 November. The UI also gained dark mode.
◆ Where it's heading
The platform is limiting what agents, stale resources and older images can touch while making isolated development the default. The pattern is deliberate cleanup ahead of wider agent usage, not new surface area, and changes arrive with fixed dates.
◆ Prediction
Expect follow-up notes as Branched Storage reaches the remaining projects, plus more guardrails around the MCP server and Kai, such as tighter scopes or approvals.
Lightdash
6.3ANALYTICS
Lightdash opens AI-built chart types to every cloud user, through the app or MCP.
◆ Current state
Lightdash is an open-source BI layer that is turning its semantic layer into a workspace for AI agents. Chart Studio, where users describe a chart and Lightdash builds a reusable project-level chart type, is now available to all cloud users, including from Claude through the Lightdash MCP. It follows agent skills, which let teams save parameterized analysis procedures.
◆ Where it's heading
Lightdash is moving AI from answering questions to extending the product itself: custom chart types, reusable agent skills, and native YAML that removes dbt as a prerequisite. Governance features such as verified content give teams a way to trust what the agents produce.
◆ Prediction
Expect more agent features exposed through MCP, so external assistants can create and govern Lightdash content, and a shared library for Chart Studio chart types.
Alternatives to Keboola 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 Keboola or Lightdash.
HyperDX
HyperDX 2.43 replays sessions from OpenTelemetry browser SDKs and routes alerts by tag.
Countly
Countly backports its token rules to 24.05 and moves that branch to Node 22.
Basedash
Basedash automations can now attach scheduled CSV exports to Slack and email.
OpenPanel
OpenPanel reaches 3.18.2 with six more note-free builds and an SDK patch.
ChartMogul
ChartMogul's MRRaudit goes after its own core problem: MRR figures that don't reconcile.
See all Keboola alternatives → · See all Lightdash alternatives →
Recent activity from Keboola and Lightdash
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d agoKeboolaSecurity Update for Python/JS and Streamlit Data Apps
- 2d agoKeboolaBranched Storage is being enabled on all projects
- 4d agoKeboolaSwitch Keboola to Dark Mode
- 5d agoKeboolaUnused Workspaces Will Be Cleaned Up Automatically
- 8d agoKeboolaKeboola MCP Server: query_data Runs Read-Only Queries Only
- 9d agoLightdash🧩 Chart Studio, now available for all cloud users
- 11d agoKeboolaSending API Tokens via Email Will Be Removed on February 4, 2027
- 25d agoLightdash🎓 Teach your AI agents reusable skills ⚡
- 1mo 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
Frequently asked questions
What is the difference between Keboola and Lightdash?
Both compete on the same themes — mcp — within Analytics. Lightdash is currently shipping more aggressively (velocity 6.3 vs 5.0), 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 Keboola better than Lightdash?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Lightdash is currently shipping more aggressively (velocity 6.3 vs 5.0), 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 Keboola?
Top Keboola alternatives in Analytics are ranked by recent ship velocity. Browse the "Keboola alternatives" section above for the current picks, or visit /alternatives/keboola 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.