OpenCTI
OpenCTI imports custom views from Hub and lays the groundwork for ingestion health.
A side-by-side editorial comparison of Apache Kylin and Keboola — release velocity, themes, recent moves, and the top alternatives to consider.
Kylin ships once a year with empty release notes and a native engine nobody is being told about.
Apache Kylin's release stream is close to silent. Four of the six most recent tags carry nothing but the Maven release plugin's own commit message, and 5.0.4 in July 2026 arrived ten months after 5.0.3 with no notes at all. The last release that documented anything was 5.0.2 in April 2025, covering internal-table caching, partition-aware file merging and Gluten jar loading order.
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.
Apache Kylin's release stream is close to silent. Four of the six most recent tags carry nothing but the Maven release plugin's own commit message, and 5.0.4 in July 2026 arrived ten months after 5.0.3 with no notes at all. The last release that documented anything was 5.0.2 in April 2025, covering internal-table caching, partition-aware file merging and Gluten jar loading order.
The substance is in 5.0.0 and its follow-ups: Gluten with a ClickHouse backend as a native execution engine, internal tables, streaming and fusion models. That is a real architectural bet on native vectorised execution, but the project is not communicating it — releases ship as bare tags, and the gap between 5.0.3 and 5.0.4 suggests development has thinned to a trickle. For anyone tracking Kylin from the outside, the release feed is effectively no signal.
The entries do not support a confident call on what ships next; with untitled tags roughly annually, the useful signal about Kylin's direction will come from JIRA and the mailing list rather than from releases.
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.
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 Apache Kylin or Keboola.
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 Apache Kylin alternatives → · See all Keboola 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 Apache Kylin alternatives in Analytics are ranked by recent ship velocity. Browse the "Apache Kylin alternatives" section above for the current picks, or visit /alternatives/apache-kylin for the full list with editorial commentary on each.
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.