OpenPanel
OpenPanel ships 3.1.0 and 3.1.1 within a day of 3.0, all supporter-first builds with no notes.
A side-by-side editorial comparison of Keboola and OpenCTI — release velocity, themes, recent moves, and the top alternatives to consider.
Keboola makes pre-built images the default so data apps start without installing.
Keboola is a data-operations platform whose recent releases orbit Kai, its AI assistant, GA for multi-tenant contracted customers since September, which now supports admin-approved shared team memory. Around it, Keboola is migrating all Legacy Flows to Conditional Flows on October 12–13 and cutting data-app startup time: apps woke 4x faster from October 1, and Python and JS apps now start on pre-built images with dependencies already installed.
OpenCTI's weekly train now merges entities in the knowledge view and reads defanged IOCs.
Filigran ships an OpenCTI weekly build plus backports to two LTS lines (7.2603 and 7.2608). The 10-16 weekly lets analysts merge entities directly from the knowledge view, search defanged indicators globally, collapse the ATT&CK pattern matrix and trim empty sections from generated Fintel reports. Earlier weeklies added enrichment from investigations, chatbot quotas and manual security coverage.
Keboola is a data-operations platform whose recent releases orbit Kai, its AI assistant, GA for multi-tenant contracted customers since September, which now supports admin-approved shared team memory. Around it, Keboola is migrating all Legacy Flows to Conditional Flows on October 12–13 and cutting data-app startup time: apps woke 4x faster from October 1, and Python and JS apps now start on pre-built images with dependencies already installed.
The pattern is consolidation under an agent: one orchestration model, one-login MCP access across projects, and org-wide memory behind an admin gate. The data-app work removes the cold-start wait that made on-demand apps feel slow. Each step leaves fewer forks and delays for users and for Kai.
Expect more admin controls around Kai, such as reviewing, scoping, or auditing what it remembers, as shared memory rolls out. The app-speed work will likely end with the 4x wake-up becoming default on October 15 as announced.
Filigran ships an OpenCTI weekly build plus backports to two LTS lines (7.2603 and 7.2608). The 10-16 weekly lets analysts merge entities directly from the knowledge view, search defanged indicators globally, collapse the ATT&CK pattern matrix and trim empty sections from generated Fintel reports. Earlier weeklies added enrichment from investigations, chatbot quotas and manual security coverage.
The arc is analyst ergonomics inside the knowledge graph: fewer context switches to deduplicate, enrich and report, layered on an access-control hardening pass that the LTS patches backport. Many long-standing feature requests (some with issue numbers in the 8,000-14,000 range) are now landing, which suggests a backlog-clearing phase.
Expect more old knowledge-view and filter requests to close in coming weeklies, and LTS patches that backport this month's access fixes. The entries don't show when a new LTS line will be cut.
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.
OpenPanel ships 3.1.0 and 3.1.1 within a day of 3.0, all supporter-first builds with no notes.
OpenHouse starts simplifying replication by making its catalog, not Iceberg metadata, the source.
Basedash adds view-only seats so whole departments can read dashboards without editing.
OpenReplay adds offline license tokens so air-gapped installs can run licensed.
Tinybird switches off Classic for Free and Developer plans, leaving Forward as the only path.
Fulcrum gives admins one FastFill Settings panel while Photo FastFill stays in Alpha.
See all Keboola alternatives → · See all OpenCTI 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 6.3 vs 5.0), 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.
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Keboola is currently shipping more aggressively (velocity 6.3 vs 5.0), 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.
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 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.