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Comparison · Analytics
Keboola vs OpenPanel
A side-by-side editorial comparison of Keboola and OpenPanel — release velocity, themes, recent moves, and the top alternatives to consider.
Keboola vs OpenPanel: at a glance
What is Keboola?
Keboola is teaching its Kai agent to remember company rules, one approval at a time.
Keboola is a data-operations platform whose recent releases orbit Kai, its AI assistant, which went GA for multi-tenant contracted customers in September. Shared team memory now lets an admin-approved rule told to Kai once apply to every teammate's chats. Around it, Keboola is retiring Legacy Flows, speeding up data apps, and hardening connectors.
What is OpenPanel?
OpenPanel's tracked releases are maintenance: a saved-report fix and a CI Node bump.
The three tracked OpenPanel releases carry no new analytics features. The most recent fixes saved reports so they keep their filter type and cohort ids when reloaded. The other two tags publish the same commit, which moves CI to Node 22.20.0 to match the runtime Docker images after undici 8 broke two test suites on Node 20.
Keboola vs OpenPanel: editorial side-by-side
Keboola
6.3ANALYTICS
Keboola is teaching its Kai agent to remember company rules, one approval at a time.
◆ Current state
Keboola is a data-operations platform whose recent releases orbit Kai, its AI assistant, which went GA for multi-tenant contracted customers in September. Shared team memory now lets an admin-approved rule told to Kai once apply to every teammate's chats. Around it, Keboola is retiring Legacy Flows, speeding up data apps, and hardening connectors.
◆ Where it's heading
The pattern is consolidation under an agent: one orchestration model, one-login MCP access across projects, and now org-wide memory with an admin gate. Each step reduces the context Kai has to guess and adds governance hooks that contracted customers will expect. The platform work reads as clearing paths for Kai to act reliably across a whole account.
◆ Prediction
Expect more admin controls around Kai, such as reviewing, scoping, or auditing what it remembers and does, as shared memory rolls out beyond the first teams.
OpenPanel
2.5ANALYTICS
OpenPanel's tracked releases are maintenance: a saved-report fix and a CI Node bump.
◆ Current state
The three tracked OpenPanel releases carry no new analytics features. The most recent fixes saved reports so they keep their filter type and cohort ids when reloaded. The other two tags publish the same commit, which moves CI to Node 22.20.0 to match the runtime Docker images after undici 8 broke two test suites on Node 20.
◆ Where it's heading
The visible work is about keeping the self-hosted build and the hosted product in step: CI now runs the same Node version as the shipped images, and saved-report state is being made reliable. Three entries are too thin a record to show where the feature roadmap is going.
◆ Prediction
The entries don't show a feature direction, so the next move is unclear; more self-hosting and report-persistence fixes are the only pattern visible so far.
Alternatives to Keboola and OpenPanel
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 OpenPanel.
Snowplow
Snowplow's tracked releases are loader and tracker version bumps with no notes.
Tinybird
Tinybird's weekly drop turns to admin controls: bulk member removal and cluster logs.
OpenHouse
OpenHouse makes its commit-driven optimizer production-ready: indexes, bin-packing, metrics.
Fulcrum
Fulcrum keeps sanding down Photo FastFill while its AI bets stay in Alpha.
Holistics
Holistics is pulling analysis out of Explore and onto the dashboard itself.
See all Keboola alternatives → · See all OpenPanel alternatives →
Recent activity from Keboola and OpenPanel
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 2d agoKeboolaKai remembers what matters: shared team memory
- 4d agoKeboolaAutomatic Migration of Legacy Flows to Conditional Flows
- 9d agoKeboolaData apps wake up 4x faster, default from Oct 15
- 10d agoKeboolaScheduled Partial Maintenance of all Azure stacks – October 10, 2026
- 11d agoOpenPanelSaved reports keep their filter type and cohort ids
- 17d agoKeboolaGoogle Ads connector handles renamed API fields
- 25d agoKeboolaKai is Now Generally Available (Multi-Tenant, Contracted Customers) ⚡
- 1mo agoOpenPanelSelf-hosting build: CI moves to Node 22.20.0
- 1mo agoOpenPanelv2.3.0: CI moves to Node 22.20.0
Frequently asked questions
What is the difference between Keboola and OpenPanel?
They serve adjacent needs but don't currently overlap on shipped themes. Keboola is currently shipping more aggressively (velocity 6.3 vs 2.5), with 1 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.
Is Keboola better than OpenPanel?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Keboola is currently shipping more aggressively (velocity 6.3 vs 2.5), with 1 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.
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 OpenPanel?
Top OpenPanel alternatives in Analytics are ranked by recent ship velocity. Browse the "OpenPanel alternatives" section above for the current picks, or visit /alternatives/openpanel for the full list with editorial commentary on each.