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Comparison · Analytics
Apache Cloudberry vs Keboola
A side-by-side editorial comparison of Apache Cloudberry and Keboola — release velocity, themes, recent moves, and the top alternatives to consider.
Apache Cloudberry vs Keboola: at a glance
What is Apache Cloudberry?
Apache Cloudberry advances to 2.2.0-rc1, tracking toward incubation graduation
Apache Cloudberry is an open-source MPP analytics database in the Apache Incubator, derived from the Greenplum codebase. The project has delivered two major versioned releases since entering incubation (2.0.0 in September 2025, 2.1.0 in May 2026) and has now issued a 2.2.0 first release candidate — a roughly 6-8 month release cadence with a distributed international contributor base. Governance and release processes are maturing in line with ASF requirements.
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.
Apache Cloudberry vs Keboola: editorial side-by-side
Apache Cloudberry
2.5ANALYTICS
Apache Cloudberry advances to 2.2.0-rc1, tracking toward incubation graduation
◆ Current state
Apache Cloudberry is an open-source MPP analytics database in the Apache Incubator, derived from the Greenplum codebase. The project has delivered two major versioned releases since entering incubation (2.0.0 in September 2025, 2.1.0 in May 2026) and has now issued a 2.2.0 first release candidate — a roughly 6-8 month release cadence with a distributed international contributor base. Governance and release processes are maturing in line with ASF requirements.
◆ Where it's heading
The project's trajectory is steady incremental release delivery combined with growing contributor counts and tightening release discipline — both are signals the project is building toward Apache graduation. The shift from weekly pre-Apache builds to properly versioned incubating releases tracks a team transitioning from a fork into a standalone governed project. No radical feature pivots are visible in the release window; the bet is on becoming the credible open-source alternative to Greenplum and cloud-native MPP databases.
◆ Prediction
A formal Apache graduation vote is the most probable next milestone as the project demonstrates release maturity; 2.2.0 GA followed by a graduation proposal would be the natural sequence if the RC clears without major issues.
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 Apache Cloudberry 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 Apache Cloudberry 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 Apache Cloudberry alternatives → · See all Keboola alternatives →
Recent activity from Apache Cloudberry and Keboola
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
- 17d agoKeboolaFaster App Starts by Default
- 22d agoKeboolaKai remembers what matters: shared team memory
- 1mo agoApache CloudberryApache Cloudberry 2.2.0 first release candidate
- 5mo agoApache CloudberryApache Cloudberry 2.1.0 official release
- 7mo agoApache CloudberryApache Cloudberry 2.1.0 second release candidate
- 8mo agoApache CloudberryApache Cloudberry 2.1.0 first release candidate
- 1y agoApache CloudberryApache Cloudberry 2.0.0 official release
- 1y agoApache CloudberryApache Cloudberry 2.0.0 third release candidate
Frequently asked questions
What is the difference between Apache Cloudberry and Keboola?
They serve adjacent needs but don't currently overlap on shipped themes. Keboola is currently shipping more aggressively (velocity 5.0 vs 2.5), 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.
Is Apache Cloudberry better than Keboola?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Keboola is currently shipping more aggressively (velocity 5.0 vs 2.5), 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.
What are the best alternatives to Apache Cloudberry?
Top Apache Cloudberry alternatives in Analytics are ranked by recent ship velocity. Browse the "Apache Cloudberry alternatives" section above for the current picks, or visit /alternatives/apache-cloudberry 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.