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Comparison · Analytics
Keboola vs OpenSearch Dashboards
A side-by-side editorial comparison of Keboola and OpenSearch Dashboards — release velocity, themes, recent moves, and the top alternatives to consider.
Keboola vs OpenSearch Dashboards: at a glance
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.
What is OpenSearch Dashboards?
Four commits in thirteen months: this feed samples OpenSearch Dashboards, it doesn't cover it.
The feed carries release-branch commits rather than release notes, so the visible record is four entries spanning July 2025 to July 2026. The most recent is a bot cherry-pick adding the 3.8.0 release-notes file, with no notes in the body. Behind it, the 2.19 maintenance line shows Vega CVE patching and a vega-lite revert — visualization dependency churn is the only substantive thread captured here.
Keboola vs OpenSearch Dashboards: editorial side-by-side
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.
OpenSearch Dashboards
2.5ANALYTICS
Four commits in thirteen months: this feed samples OpenSearch Dashboards, it doesn't cover it.
◆ Current state
The feed carries release-branch commits rather than release notes, so the visible record is four entries spanning July 2025 to July 2026. The most recent is a bot cherry-pick adding the 3.8.0 release-notes file, with no notes in the body. Behind it, the 2.19 maintenance line shows Vega CVE patching and a vega-lite revert — visualization dependency churn is the only substantive thread captured here.
◆ Where it's heading
What is visible is a project holding a long-lived 2.19 line together on security patches while the 3.x line moves ahead, but the sampling is too thin to read direction from with confidence. The one consistent signal is the Vega and vega-lite dependency, which has needed both a CVE patch and a version revert inside the window.
◆ Prediction
The entries do not support a confident prediction: at four commits in thirteen months this feed undersamples the project badly, and what 3.8.0 actually contains is not visible from here.
Alternatives to Keboola and OpenSearch Dashboards
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 OpenSearch Dashboards.
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 Keboola alternatives → · See all OpenSearch Dashboards alternatives →
Recent activity from Keboola and OpenSearch Dashboards
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
- 3mo agoOpenSearch DashboardsOpenSearch Dashboards 3.8.0 released
- 7mo agoOpenSearch Dashboards2.19.5 patches Vega dependency CVEs
- 11mo agoOpenSearch Dashboards2.19.4 reverts vega-lite to 4.16.8
- 1y agoOpenSearch Dashboards2.19.3 release notes added
Frequently asked questions
What is the difference between Keboola and OpenSearch Dashboards?
They serve adjacent needs but don't currently overlap on shipped themes. Keboola is currently shipping more aggressively (velocity 5.0 vs 2.5), 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 Keboola better than OpenSearch Dashboards?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Keboola is currently shipping more aggressively (velocity 5.0 vs 2.5), 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 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 OpenSearch Dashboards?
Top OpenSearch Dashboards alternatives in Analytics are ranked by recent ship velocity. Browse the "OpenSearch Dashboards alternatives" section above for the current picks, or visit /alternatives/opensearch-dashboards for the full list with editorial commentary on each.