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 Holistics and Keboola — release velocity, themes, recent moves, and the top alternatives to consider.
Holistics is pulling analysis out of Explore and onto the dashboard itself.
In one week Holistics shipped AI Tasks (reusable, scheduled AI jobs), AI Block narratives on dashboards, file attachments in AI chat, and Cost Analytics for AI spend. Since then it has reworked AI dashboard building in Reporting, added an HTML layout beta, and let viewers add reference and trend lines to dashboard charts without opening Explore. On October 14 the Development workspace replaced its Production/Development mode switch with a branch selector.
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.
In one week Holistics shipped AI Tasks (reusable, scheduled AI jobs), AI Block narratives on dashboards, file attachments in AI chat, and Cost Analytics for AI spend. Since then it has reworked AI dashboard building in Reporting, added an HTML layout beta, and let viewers add reference and trend lines to dashboard charts without opening Explore. On October 14 the Development workspace replaced its Production/Development mode switch with a branch selector.
AI is moving from a chat assistant to recurring work inside BI, with cost monitoring added because usage is expected to grow. The dashboard is becoming the working surface: chart state is remembered, layouts open up to HTML, and lightweight analysis happens in place. On the modeling side, workflows are converging on plain Git concepts.
Trend lines were described as "the next analysis" after reference lines, so more in-dashboard analyses (forecasts or comparisons) are likely next. AI Tasks should gain delivery targets and further cost controls.
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.
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 Holistics or Keboola.
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.
OpenCTI's weekly train now merges entities in the knowledge view and reads defanged IOCs.
See all Holistics 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. Holistics is currently shipping more aggressively (velocity 7.5 vs 6.3), 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. Holistics is currently shipping more aggressively (velocity 7.5 vs 6.3), 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 Holistics alternatives in Analytics are ranked by recent ship velocity. Browse the "Holistics alternatives" section above for the current picks, or visit /alternatives/holistics 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.