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Comparison · Analytics
ROOT vs Keboola
A side-by-side editorial comparison of ROOT and Keboola — release velocity, themes, recent moves, and the top alternatives to consider.
ROOT vs Keboola: at a glance
What is ROOT?
ROOT 6.40 LTS patches CMake 4.4 compatibility and 25+ tracked issues in one drop.
ROOT 6.40 LTS is in active patch maintenance. The 6.40.04 update fixed a CMake 4.4 compatibility break that was blocking new builds, alongside 25+ tracked issues spanning NTuple late-extension bugs, RooFit integral correctness, GDML geometry parsing, and Minuit2 robustness. Multiple older series — 6.36, 6.32, 6.30, 6.28 — continue receiving minor patches, reflecting the long support windows typical of HEP infrastructure software.
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.
ROOT vs Keboola: editorial side-by-side
ROOT
5.0ANALYTICS
ROOT 6.40 LTS patches CMake 4.4 compatibility and 25+ tracked issues in one drop.
◆ Current state
ROOT 6.40 LTS is in active patch maintenance. The 6.40.04 update fixed a CMake 4.4 compatibility break that was blocking new builds, alongside 25+ tracked issues spanning NTuple late-extension bugs, RooFit integral correctness, GDML geometry parsing, and Minuit2 robustness. Multiple older series — 6.36, 6.32, 6.30, 6.28 — continue receiving minor patches, reflecting the long support windows typical of HEP infrastructure software.
◆ Where it's heading
The 6.40 LTS capabilities — concurrent histogram filling, RDataLoader, S3/libcurl-backed I/O, experimental opt-out of auto-registration — shipped in 6.40.00 and the patch cycle is now focused on correctness and compatibility. ROOT 7's full-API future continues to be a long-horizon goal; in the near term, the project is consolidating the 6.40 LTS base.
◆ Prediction
Expect continued 6.40.x patches at this cadence, with occasional older-series backports. A 6.42 development series will eventually surface new capabilities, but there is no visible signal of its timeline from the current patch activity.
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.
Alternatives to ROOT and Keboola
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 ROOT or Keboola.
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 ROOT alternatives → · See all Keboola alternatives →
Recent activity from ROOT and Keboola
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 2d agoKeboolaSwitch Keboola to Dark Mode
- 3d agoKeboolaUnused Workspaces Will Be Cleaned Up Automatically
- 7d 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
- 1mo agoROOTROOT 6.36.14: minor patch for STS series
- 2mo agoROOTv6-40-04
- 4mo agoROOTROOT 6.32.24: minor patch for STS series
- 4mo agoROOTROOT 6.30.12: minor patch for STS series
- 4mo agoROOTROOT 6.28.16: minor patch for STS series
- 4mo agoROOTv6-38-06
Frequently asked questions
What is the difference between ROOT and Keboola?
They serve adjacent needs but don't currently overlap on shipped themes. ROOT and Keboola 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 ROOT better than Keboola?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. ROOT and Keboola 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 ROOT?
Top ROOT alternatives in Analytics are ranked by recent ship velocity. Browse the "ROOT alternatives" section above for the current picks, or visit /alternatives/cern-root for the full list with editorial commentary on each.
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.