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Apache Cloudberry vs Dagster
A side-by-side editorial comparison of Apache Cloudberry and Dagster — release velocity, themes, recent moves, and the top alternatives to consider.
Apache Cloudberry vs Dagster: at a glance
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 Dagster?
Dagster's declarative automation grows past assets while the UI is rebuilt for scale.
Dagster ships weekly 1.13.x point releases, each pairing a short list of new capability with a longer list of fixes. The through-line is Declarative Automation, the asset-condition system that separates Dagster from schedule-driven orchestrators, which has now reached jobs. Running alongside it is a sustained effort to keep the UI responsive in workspaces whose asset graphs outgrew the original interface.
Apache Cloudberry vs Dagster: 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.
Dagster
6.3ANALYTICS
Dagster's declarative automation grows past assets while the UI is rebuilt for scale.
◆ Current state
Dagster ships weekly 1.13.x point releases, each pairing a short list of new capability with a longer list of fixes. The through-line is Declarative Automation, the asset-condition system that separates Dagster from schedule-driven orchestrators, which has now reached jobs. Running alongside it is a sustained effort to keep the UI responsive in workspaces whose asset graphs outgrew the original interface.
◆ Where it's heading
Automation is escaping the asset boundary. Conditions can now launch jobs, which brings the declarative model to the parts of a deployment that never fit the asset abstraction and where users fell back to schedules. Several consecutive releases also spend their effort on virtualized lists, bounded previews and scoped search — the signature of a product whose largest customers hit the UI's limits first. Preview flags on both the job automation and the Snowflake component indicate neither is finished.
◆ Prediction
Expect Declarative Automation for jobs to move from preview to general availability within the 1.13.x line, and more first-party Components covering the remaining warehouse and dbt paths.
Alternatives to Apache Cloudberry and Dagster
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 Dagster.
OpenDataDiscovery
Four ODD Platform releases in two weeks, and not one of them changes the product
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
See all Apache Cloudberry alternatives → · See all Dagster alternatives →
Recent activity from Apache Cloudberry and Dagster
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 3d agoDagsterRetry-pending failures now warn instead of degrading
- 11d agoDagsterDeclarative Automation can now launch jobs (preview) ⚡
- 18d agoDagsterSnowflake dbt component preview and MCP server docs
- 25d agoDagsterServerless I/O manager 401 and 400 errors fixed
- 1mo agoDagsterInstall-time protobuf version conflict fixed
- 1mo agoDagsterRuns feed bounded previews and an automation tick fix
- 3mo agoApache CloudberryCloudberry 2.1.0 (incubating) reaches general release
- 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 Dagster?
They serve adjacent needs but don't currently overlap on shipped themes. Dagster 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 Dagster?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Dagster 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 Dagster?
Top Dagster alternatives in Analytics are ranked by recent ship velocity. Browse the "Dagster alternatives" section above for the current picks, or visit /alternatives/dagster for the full list with editorial commentary on each.