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Log360's September build fixes the migration to the unified console.
A side-by-side editorial comparison of Apache Cloudberry and Deepnote — release velocity, themes, recent moves, and the top alternatives to consider.
| Feature | Apache Cloudberry | Deepnote |
|---|---|---|
| Sector | Analytics | Analytics |
| Velocity score | 5.0 | 2.5 |
| Sparks · 30d | 0 | 0 |
| Top themes | analytics, mpp-database, apache-incubator, open-source | data notebooks, agentic ai, mcp, workspace context |
| Last editorial update | 8h ago | 1h ago |
| Website | Visit → | — |
Apache Cloudberry is three release candidates into 2.2.0.
Apache Cloudberry is an open-source MPP analytics database in the Apache Incubator, derived from Greenplum. The 2.2.0 release has gone through rc1 (September 3), rc2 (October 7) and rc3 (October 20), with no release notes attached to the later candidates. 2.1.0 shipped in May after two candidates.
Deepnote's agent now runs from first prompt to finished notebook without handoffs.
Deepnote's most recent entry, in October, makes Deepnote Agent a single agent that keeps context from the first instruction to the finished notebook, and lets private and shared projects sit in the same folder. It builds on June's native Codex connection to a workspace's notebooks, schedules and data, and July's MCP tools that let agents create and attach integrations. Spring releases added run snapshots, Git sync, Polars support, PDF export and AI usage metering.
Apache Cloudberry is an open-source MPP analytics database in the Apache Incubator, derived from Greenplum. The 2.2.0 release has gone through rc1 (September 3), rc2 (October 7) and rc3 (October 20), with no release notes attached to the later candidates. 2.1.0 shipped in May after two candidates.
Each release goes through two or three candidates and ASF votes; 2.0.0 also needed three. The gap between feature releases has been roughly six to eight months.
2.2.0 final is likely after the rc3 vote, if no further candidate is needed. The entries do not list 2.2.0's feature content.
Deepnote's most recent entry, in October, makes Deepnote Agent a single agent that keeps context from the first instruction to the finished notebook, and lets private and shared projects sit in the same folder. It builds on June's native Codex connection to a workspace's notebooks, schedules and data, and July's MCP tools that let agents create and attach integrations. Spring releases added run snapshots, Git sync, Polars support, PDF export and AI usage metering.
The notebook is being repositioned as a workspace agents operate in, both Deepnote's own agent and external ones like Codex. Releases have slowed from monthly in spring to one entry each in July and October.
Further agent capabilities or more external agent connections are the likeliest next move; the slower cadence makes timing hard to read.
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 Deepnote.
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See all Apache Cloudberry alternatives → · See all Deepnote alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. Apache Cloudberry 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.
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Apache Cloudberry 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.
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.
Top Deepnote alternatives in Analytics are ranked by recent ship velocity. Browse the "Deepnote alternatives" section above for the current picks, or visit /alternatives/deepnote for the full list with editorial commentary on each.