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Comparison · Analytics
Apache Cloudberry vs OpenDataDiscovery
A side-by-side editorial comparison of Apache Cloudberry and OpenDataDiscovery — release velocity, themes, recent moves, and the top alternatives to consider.
Apache Cloudberry vs OpenDataDiscovery: at a glance
| Feature | Apache Cloudberry | OpenDataDiscovery |
|---|---|---|
| Sector | Analytics | Analytics |
| Velocity score | 0.0 | 0.0 |
| Sparks · 30d | 0 | 0 |
| Top themes | mpp-warehouse, apache-incubator, release-engineering, greenplum-lineage | data-discovery, dependency-upgrades, security-patches, maintenance-only |
| Last editorial update | 4h ago | 2h ago |
| Website | Visit → | 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.
What is OpenDataDiscovery?
Four ODD Platform releases in two weeks, and not one of them changes the product
ODD Platform's recent releases are entirely dependency and build hygiene. Four tags went out between 20 March and 3 April 2026: a Spring Boot security upgrade, a container Java runtime bump from 17.0.2 to 17.0.18, an alignment pass across apache-lang, okhttp and nimbus-jose-jwt, a commit whose stated purpose was forcing a build, and a netty-bom downgrade to unbreak UI static assets. Two contributors account for all of it, and no entry describes a user-facing change.
Apache Cloudberry vs OpenDataDiscovery: editorial side-by-side
Apache Cloudberry
0.0ANALYTICS
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.
OpenDataDiscovery
0.0ANALYTICS
Four ODD Platform releases in two weeks, and not one of them changes the product
◆ Current state
ODD Platform's recent releases are entirely dependency and build hygiene. Four tags went out between 20 March and 3 April 2026: a Spring Boot security upgrade, a container Java runtime bump from 17.0.2 to 17.0.18, an alignment pass across apache-lang, okhttp and nimbus-jose-jwt, a commit whose stated purpose was forcing a build, and a netty-bom downgrade to unbreak UI static assets. Two contributors account for all of it, and no entry describes a user-facing change.
◆ Where it's heading
The pattern is a project being kept patched rather than developed — the visible work is closing dependency vulnerabilities and repairing the fallout when those upgrades break something. The netty downgrade is the clearest illustration: an upgrade broke static asset serving and the fix was to step back a patch version. Nothing in these entries touches data discovery, cataloguing or lineage, which is what the platform actually does.
◆ Prediction
Nothing here indicates planned feature work; on this evidence the next releases are most likely more dependency alignment, since the netty and Spring Boot upgrades in this window are the kind that arrive on a security-advisory schedule rather than a product one.
Alternatives to Apache Cloudberry and OpenDataDiscovery
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 OpenDataDiscovery.
Apache Baremaps
Baremaps got geoparquet and hillshading, then went quiet for eighteen months in incubation
Deequ
Deequ ships GitHub tags whose release notes are one commit message long
Marquez
Marquez spent 2024 turning a lineage store into a UI, then stopped releasing
Amundsen
Amundsen's last release was a config flag, and the feed has been silent for two years
OpenHouse
LinkedIn's Iceberg control plane, shipping one pull request per release.
See all Apache Cloudberry alternatives → · See all OpenDataDiscovery alternatives →
Recent activity from Apache Cloudberry and OpenDataDiscovery
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 3mo agoApache CloudberryCloudberry 2.1.0 (incubating) reaches general release
- 4mo agoOpenDataDiscoveryODD Platform downgrades netty to unbreak UI static assets
- 4mo agoOpenDataDiscoveryODD Platform tags a release to force a build
- 4mo agoOpenDataDiscoveryODD Platform upgrades Spring Boot for security
- 4mo agoOpenDataDiscoveryODD Platform patches its container Java runtime
- 4mo agoApache Cloudberry2.1.0-incubating-rc2
- 5mo agoApache Cloudberry2.1.0-incubating-rc1
- 11mo agoApache CloudberryCloudberry 2.0.0 (incubating) general release
- 1y agoApache Cloudberry2.0.0-incubating-rc3
- 1y agoApache Cloudberry2.0.0-incubating-rc2
Frequently asked questions
What is the difference between Apache Cloudberry and OpenDataDiscovery?
They serve adjacent needs but don't currently overlap on shipped themes. Apache Cloudberry and OpenDataDiscovery are shipping at a similar cadence (velocity 0.0 vs 0.0, 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 Apache Cloudberry better than OpenDataDiscovery?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Apache Cloudberry and OpenDataDiscovery are shipping at a similar cadence (velocity 0.0 vs 0.0, 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 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 OpenDataDiscovery?
Top OpenDataDiscovery alternatives in Analytics are ranked by recent ship velocity. Browse the "OpenDataDiscovery alternatives" section above for the current picks, or visit /alternatives/odd-platform for the full list with editorial commentary on each.