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Comparison · Analytics
Keboola vs Kubecost
A side-by-side editorial comparison of Keboola and Kubecost — release velocity, themes, recent moves, and the top alternatives to consider.
Keboola vs Kubecost: at a glance
What is Keboola?
Keboola adds dark mode while it tightens the MCP server and retires idle workspaces.
Keboola's recent releases split between hygiene and AI-agent safety. The MCP server's query_data tool is now read-only, emailing API tokens is being retired, and idle Snowflake and BigQuery workspaces will be deactivated from 9 November. On the user side, data apps start faster on pre-built images, Kai gained shared team memory, and the UI now has dark mode.
What is Kubecost?
Kubecost's 3.3.1 patch line reaches a fifth candidate, still without release notes.
Kubecost published 3.3.1-rc.5 on October 13, six days after rc.3 and rc.4 landed on the same day. Like every tag in this window, it is an automated in-code version bump with no described changes. A 3.2.5 candidate from October 6 shows the older line is still maintained in parallel.
Keboola vs Kubecost: editorial side-by-side
Keboola
5.0ANALYTICS
Keboola adds dark mode while it tightens the MCP server and retires idle workspaces.
◆ Current state
Keboola's recent releases split between hygiene and AI-agent safety. The MCP server's query_data tool is now read-only, emailing API tokens is being retired, and idle Snowflake and BigQuery workspaces will be deactivated from 9 November. On the user side, data apps start faster on pre-built images, Kai gained shared team memory, and the UI now has dark mode.
◆ Where it's heading
The platform is limiting what agents and stale resources can do while making its AI assistant and apps quicker to use. The pattern is deliberate cleanup ahead of wider agent usage, not new surface area.
◆ Prediction
Expect more guardrails around the MCP server and Kai, such as tighter scopes or approvals, alongside further deprecation notices with fixed dates.
Kubecost
5.0ANALYTICS
Kubecost's 3.3.1 patch line reaches a fifth candidate, still without release notes.
◆ Current state
Kubecost published 3.3.1-rc.5 on October 13, six days after rc.3 and rc.4 landed on the same day. Like every tag in this window, it is an automated in-code version bump with no described changes. A 3.2.5 candidate from October 6 shows the older line is still maintained in parallel.
◆ Where it's heading
The 3.3.1 line has run from rc.0 on September 29 to rc.5, following a 3.3.0 cycle that reached at least rc.14. The gap since rc.4 suggests the patch is converging but not yet settled. The public feed still shows release hygiene, not product direction.
◆ Prediction
Expect 3.3.1 final, or another candidate, within days, with 3.2.5 following. The bot-generated notes give no basis for predicting user-facing features.
Alternatives to Keboola and Kubecost
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 Kubecost.
OpenReplay
OpenReplay moves its Go backend to pgx v5 and patches vulnerable deps across 1.25–1.27.
Basedash
Basedash automations can now attach scheduled CSV exports to Slack and email.
OpenPanel
OpenPanel tags three more note-free builds in one evening, reaching 3.16.4.
Fulcrum
Fulcrum turns on Insights, its AI assistant for field data, for every customer.
Holistics
Holistics lets admins put a key dashboard on everyone's Home page.
See all Keboola alternatives → · See all Kubecost alternatives →
Recent activity from Keboola and Kubecost
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d agoKeboolaSwitch Keboola to Dark Mode
- 3d agoKeboolaUnused Workspaces Will Be Cleaned Up Automatically
- 6d agoKeboolaKeboola MCP Server: query_data Runs Read-Only Queries Only
- 9d agoKeboolaSending API Tokens via Email Will Be Removed on February 4, 2027
- 15d agoKubecostKubecost 3.3.1 RC5: another version bump without notes
- 17d agoKeboolaFaster App Starts by Default
- 21d agoKubecostKubecost 3.3.1-rc.4 (version bump only)
- 21d agoKubecostKubecost 3.3.1-rc.3 (version bump only)
- 22d agoKeboolaKai remembers what matters: shared team memory
- 22d agoKubecostKubecost 3.2.5-rc.0 reopens the 3.2 maintenance line
- 22d agoKubecostKubecost 3.3.1-rc.2 (version bump only)
- 27d agoKubecostKubecost 3.3.1-rc.1 (version bump only)
Frequently asked questions
What is the difference between Keboola and Kubecost?
They serve adjacent needs but don't currently overlap on shipped themes. Keboola and Kubecost are shipping at a similar cadence (velocity 5.0 vs 5.0, both within Sparkpulse's "active" band). See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is Keboola better than Kubecost?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Keboola and Kubecost are shipping at a similar cadence (velocity 5.0 vs 5.0, both within Sparkpulse's "active" band). 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 Kubecost?
Top Kubecost alternatives in Analytics are ranked by recent ship velocity. Browse the "Kubecost alternatives" section above for the current picks, or visit /alternatives/kubecost for the full list with editorial commentary on each.