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Comparison · Analytics
Keboola vs OpenCTI
A side-by-side editorial comparison of Keboola and OpenCTI — release velocity, themes, recent moves, and the top alternatives to consider.
Keboola vs OpenCTI: 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 OpenCTI?
OpenCTI rebuilds its knowledge graph: keyboard control, grouping by type, SVG export.
Filigran shipped four OpenCTI weeklies in a week. 7.261021.1 (replacing a deleted 7.261021.0) lets Ask Ariane show and download decks, reports and videos made by XTM One and overhauls every graph surface. 7.261023.0 adds keyboard control of graphs, grouping of same-type objects and higher-resolution or SVG graph export, plus fixes for live-stream resource leaks. 7.261023.1 and 7.261026.0 are fix releases.
Keboola vs OpenCTI: 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.
OpenCTI
5.0ANALYTICS
OpenCTI rebuilds its knowledge graph: keyboard control, grouping by type, SVG export.
◆ Current state
Filigran shipped four OpenCTI weeklies in a week. 7.261021.1 (replacing a deleted 7.261021.0) lets Ask Ariane show and download decks, reports and videos made by XTM One and overhauls every graph surface. 7.261023.0 adds keyboard control of graphs, grouping of same-type objects and higher-resolution or SVG graph export, plus fixes for live-stream resource leaks. 7.261023.1 and 7.261026.0 are fix releases.
◆ Where it's heading
The knowledge graph is getting the attention dashboards got the week before, closing feature requests that date back years (some issue numbers are under 2000). In parallel, XTM One output keeps moving into the chat, and organization segregation and connector catalog hygiene keep appearing in fix lists.
◆ Prediction
Expect further graph work in coming weeklies and the Material UI 9 migration to finish, with occasional regressions. The entries do not indicate when a new LTS line will be cut.
Alternatives to Keboola and OpenCTI
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 OpenCTI.
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 OpenCTI alternatives →
Recent activity from Keboola and OpenCTI
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d agoKeboolaSwitch Keboola to Dark Mode
- 2d agoOpenCTIOpenCTI 7.261026.0: bulk-update and dashboard access fixes
- 3d agoKeboolaUnused Workspaces Will Be Cleaned Up Automatically
- 5d agoOpenCTIOpenCTI 7.261023.1: saved-filter switching fix
- 6d agoOpenCTIOpenCTI 7.261023.0: keyboard graph control, grouping, SVG export
- 6d agoKeboolaKeboola MCP Server: query_data Runs Read-Only Queries Only
- 7d agoOpenCTIOpenCTI 7.261021.1: XTM One outputs in Ask Ariane, graph refresh
- 7d agoOpenCTIOpenCTI 7.261021.0 (withdrawn, replaced by 7.261021.1)
- 9d agoKeboolaSending API Tokens via Email Will Be Removed on February 4, 2027
- 10d agoOpenCTIDashboard variables and XTM One decks and videos in chat
- 17d agoKeboolaFaster App Starts by Default
- 22d agoKeboolaKai remembers what matters: shared team memory
Frequently asked questions
What is the difference between Keboola and OpenCTI?
They serve adjacent needs but don't currently overlap on shipped themes. Keboola and OpenCTI are shipping at a similar cadence (velocity 5.0 vs 5.0, both within Sparkpulse's "active" band). See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is Keboola better than OpenCTI?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Keboola and OpenCTI are shipping at a similar cadence (velocity 5.0 vs 5.0, both within Sparkpulse's "active" band). 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 OpenCTI?
Top OpenCTI alternatives in Analytics are ranked by recent ship velocity. Browse the "OpenCTI alternatives" section above for the current picks, or visit /alternatives/opencti for the full list with editorial commentary on each.