RStudio
RStudio's first October patch is a branch merge, extending a long run of release-train upkeep.
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 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 OpenPanel?
OpenPanel tags three more note-free builds in one evening, reaching 3.16.4.
OpenPanel tagged 3.16.2, 3.16.3 and 3.16.4 within about 80 minutes on October 27, after 3.16.1 the day before. Every entry is a build of main for supporters, installed with openpanel upgrade --supporter, and none carries release notes; public releases come from a separate self-hosting tag.
Keboola vs OpenPanel: 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.
OpenPanel
5.0ANALYTICS
OpenPanel tags three more note-free builds in one evening, reaching 3.16.4.
◆ Current state
OpenPanel tagged 3.16.2, 3.16.3 and 3.16.4 within about 80 minutes on October 27, after 3.16.1 the day before. Every entry is a build of main for supporters, installed with openpanel upgrade --supporter, and none carries release notes; public releases come from a separate self-hosting tag.
◆ Where it's heading
The 3.x line has climbed from 3.0.0 to 3.16.4 in under two weeks, with each bump published as a bare build. The cadence shows active development, but the feed gives no way to see what changed or which builds matter.
◆ Prediction
Expect more note-free supporter builds; a public self-hosting release with notes is the first point where the content of 3.x becomes visible.
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.
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.
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.
OpenHouse
OpenHouse locks down its column-defaults capability flag as default values near completion.
See all Keboola alternatives → · See all OpenPanel alternatives →
Recent activity from Keboola and OpenPanel
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d agoOpenPanel3.16.4: supporter build, no notes
- 1d agoOpenPanel3.16.3: supporter build, no notes
- 1d agoOpenPanel3.16.2: supporter build, no notes
- 1d agoKeboolaSwitch Keboola to Dark Mode
- 3d agoKeboolaUnused Workspaces Will Be Cleaned Up Automatically
- 3d agoOpenPanel3.16.1: supporter build, no notes
- 5d agoOpenPanel3.16.0: supporter build, no notes
- 5d agoOpenPanel3.15.0: supporter build, no notes
- 6d agoKeboolaKeboola MCP Server: query_data Runs Read-Only Queries Only
- 9d agoKeboolaSending API Tokens via Email Will Be Removed on February 4, 2027
- 17d agoKeboolaFaster App Starts by Default
- 22d agoKeboolaKai remembers what matters: shared team memory
Frequently asked questions
What is the difference between Keboola and OpenPanel?
They serve adjacent needs but don't currently overlap on shipped themes. Keboola and OpenPanel 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 OpenPanel?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Keboola and OpenPanel 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 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.