RStudio
RStudio's first October patch is a branch merge, extending a long run of release-train upkeep.
Comparison · Analytics
Evidence vs Keboola
A side-by-side editorial comparison of Evidence and Keboola — release velocity, themes, recent moves, and the top alternatives to consider.
Evidence vs Keboola: at a glance
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 Keboola?
Keboola adds dark mode while it tightens the MCP server and retires idle workspaces.
Keboola's recent releases split between hygiene and AI-agent safety. The MCP server's query_data tool is now read-only, emailing API tokens is being retired, and idle Snowflake and BigQuery workspaces will be deactivated from 9 November. On the user side, data apps start faster on pre-built images, Kai gained shared team memory, and the UI now has dark mode.
Evidence vs Keboola: 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.
Keboola
5.0ANALYTICS
Keboola adds dark mode while it tightens the MCP server and retires idle workspaces.
◆ Current state
Keboola's recent releases split between hygiene and AI-agent safety. The MCP server's query_data tool is now read-only, emailing API tokens is being retired, and idle Snowflake and BigQuery workspaces will be deactivated from 9 November. On the user side, data apps start faster on pre-built images, Kai gained shared team memory, and the UI now has dark mode.
◆ Where it's heading
The platform is limiting what agents and stale resources can do while making its AI assistant and apps quicker to use. The pattern is deliberate cleanup ahead of wider agent usage, not new surface area.
◆ Prediction
Expect more guardrails around the MCP server and Kai, such as tighter scopes or approvals, alongside further deprecation notices with fixed dates.
Alternatives to Evidence and Keboola
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 Keboola.
OpenReplay
OpenReplay moves its Go backend to pgx v5 and patches vulnerable deps across 1.25–1.27.
Basedash
Basedash automations can now attach scheduled CSV exports to Slack and email.
OpenPanel
OpenPanel tags three more note-free builds in one evening, reaching 3.16.4.
Fulcrum
Fulcrum turns on Insights, its AI assistant for field data, for every customer.
Holistics
Holistics lets admins put a key dashboard on everyone's Home page.
See all Evidence alternatives → · See all Keboola alternatives →
Recent activity from Evidence and Keboola
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d agoKeboolaSwitch Keboola to Dark Mode
- 3d agoKeboolaUnused Workspaces Will Be Cleaned Up Automatically
- 6d agoKeboolaKeboola MCP Server: query_data Runs Read-Only Queries Only
- 9d agoKeboolaSending API Tokens via Email Will Be Removed on February 4, 2027
- 17d agoKeboolaFaster App Starts by Default
- 22d agoKeboolaKai remembers what matters: shared team memory
- 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 Keboola?
They serve adjacent needs but don't currently overlap on shipped themes. Keboola is currently shipping more aggressively (velocity 5.0 vs 0.0), with 0 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 Keboola?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Keboola is currently shipping more aggressively (velocity 5.0 vs 0.0), with 0 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 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.