OpenCTI
OpenCTI imports custom views from Hub and lays the groundwork for ingestion health.
A side-by-side editorial comparison of Keboola and OpenSearch Dashboards — release velocity, themes, recent moves, and the top alternatives to consider.
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.
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'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.
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.
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.
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.
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.
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.
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.
OpenCTI imports custom views from Hub and lays the groundwork for ingestion health.
HyperDX 2.43 replays sessions from OpenTelemetry browser SDKs and routes alerts by tag.
Countly backports its token rules to 24.05 and moves that branch to Node 22.
Basedash automations can now attach scheduled CSV exports to Slack and email.
OpenPanel reaches 3.18.2 with six more note-free builds and an SDK patch.
ChartMogul's MRRaudit goes after its own core problem: MRR figures that don't reconcile.
See all Keboola alternatives → · See all OpenSearch Dashboards alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
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.
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.
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.
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.