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Apache Cloudberry vs Omni

A side-by-side editorial comparison of Apache Cloudberry and Omni — release velocity, themes, recent moves, and the top alternatives to consider.

Apache Cloudberry vs Omni: at a glance

FeatureApache CloudberryOmni
SectorAnalyticsAnalytics
Velocity score0.06.3
Sparks · 30d01
Top themesmpp-warehouse, apache-incubator, release-engineering, greenplum-lineagebusiness-intelligence, semantic-model, ai-routines, mcp
Last editorial update8d ago2h ago
WebsiteVisit →Visit →

What is Apache Cloudberry?

An MPP warehouse fork grinding through ASF incubation, one release candidate at a time

Apache Cloudberry is a Greenplum-derived MPP data warehouse working through Apache incubation. Its release feed is procedural rather than editorial: each version ships as a tag with download links, checksum instructions and a contributor roll, while the actual changelog lives off-site on cloudberry.apache.org. The 2.1.0-incubating release in May 2026 is the most recent general release, preceded by two release candidates.

Read the full Apache Cloudberry trajectory →

What is Omni?

Omni ships weekly, and almost every week the headline item is an AI feature.

Omni publishes a dated weekly digest whose body is a single line listing that week's items, so each entry compresses several releases into a sentence. Across the window the pattern is unmistakable: AI-powered semantic model generation reaching general availability, AI Routines creatable from chat and deliverable to Slack, AI model suggestion endpoints, AI credit controls scoped to embed entity groups and individual users, AI Evals on Azure, and MCP surfaces appearing both in-app and as a searchDashboards tool. The most recent week breaks that streak — default filters on composite topics, stopping a running dashboard query, full-screen preview editing — the first digest in two months led by conventional BI work.

Read the full Omni trajectory →

Apache Cloudberry vs Omni: editorial side-by-side

A0.0

An MPP warehouse fork grinding through ASF incubation, one release candidate at a time

◆ Current state

Apache Cloudberry is a Greenplum-derived MPP data warehouse working through Apache incubation. Its release feed is procedural rather than editorial: each version ships as a tag with download links, checksum instructions and a contributor roll, while the actual changelog lives off-site on cloudberry.apache.org. The 2.1.0-incubating release in May 2026 is the most recent general release, preceded by two release candidates.

◆ Where it's heading

The cadence has shifted from the 2024 weekly-build era to a slower, more formal release train: two or three release candidates, then a general release roughly every eight months. That is the shape of a project optimizing for ASF graduation criteria — reproducible builds, signed artifacts, documented voting — rather than for feature velocity. The contributor list is broad and stable across releases, which suggests a real multi-vendor community rather than a single-sponsor project.

◆ Prediction

Expect a 2.2.0 release-candidate series to open on a similar multi-month cycle. Whether the project exits incubation in that window is not something these release notes indicate either way.

O
Omni
ANALYTICS
6.3

Omni ships weekly, and almost every week the headline item is an AI feature.

◆ Current state

Omni publishes a dated weekly digest whose body is a single line listing that week's items, so each entry compresses several releases into a sentence. Across the window the pattern is unmistakable: AI-powered semantic model generation reaching general availability, AI Routines creatable from chat and deliverable to Slack, AI model suggestion endpoints, AI credit controls scoped to embed entity groups and individual users, AI Evals on Azure, and MCP surfaces appearing both in-app and as a searchDashboards tool. The most recent week breaks that streak — default filters on composite topics, stopping a running dashboard query, full-screen preview editing — the first digest in two months led by conventional BI work.

◆ Where it's heading

Two things have been happening in parallel and they are related. Omni pushed AI into the modelling layer rather than only the query layer, which is what semantic model generation reaching GA signified, then built the commercial and access controls those features require — credit limits per user and per embed entity group arrived within weeks of the capabilities that consume them. The MCP work points at a third direction, exposing Omni's content to external agents rather than only serving its own chat. The latest week's return to filters and query controls suggests the AI surface has reached the point where the surrounding product has to catch up to it.

◆ Prediction

With searchDashboards already shipped as an MCP tool, more of Omni's catalog is the obvious next thing to expose that way, and credit controls should keep extending to cover newer AI surfaces. Whether the non-AI week is a pause or a genuine rebalancing is not something one digest can settle.

Alternatives to Apache Cloudberry and Omni

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 Omni.

See all Apache Cloudberry alternatives → · See all Omni alternatives →

Recent activity from Apache Cloudberry and Omni

Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.

  1. 16h agoOmniOmni adds default filters on composite topics and query stopping
  2. 8d agoOmniOmni adds presentation mode and a searchDashboards MCP tool
  3. 15d agoOmniOmni adds AI credit controls per user and embed entity group
  4. 22d agoOmniAI semantic model generation goes generally available in Omni
  5. 29d agoOmniOmni adds AI suggestion endpoints and OAuth for database connections
  6. 1mo agoOmniOmni brings AI routines to Slack and adds in-app MCP settings
  7. 3mo agoApache CloudberryCloudberry 2.1.0 (incubating) reaches general release
  8. 5mo agoApache Cloudberry2.1.0-incubating-rc2
  9. 5mo agoApache Cloudberry2.1.0-incubating-rc1
  10. 11mo agoApache CloudberryCloudberry 2.0.0 (incubating) general release
  11. 1y agoApache Cloudberry2.0.0-incubating-rc3
  12. 1y agoApache Cloudberry2.0.0-incubating-rc2

Frequently asked questions

What is the difference between Apache Cloudberry and Omni?

They serve adjacent needs but don't currently overlap on shipped themes. Omni is currently shipping more aggressively (velocity 6.3 vs 0.0), with 1 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 Omni?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Omni is currently shipping more aggressively (velocity 6.3 vs 0.0), with 1 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 Omni?

Top Omni alternatives in Analytics are ranked by recent ship velocity. Browse the "Omni alternatives" section above for the current picks, or visit /alternatives/omni for the full list with editorial commentary on each.