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Comparison · Analytics
Apache Cloudberry vs dbt Core
A side-by-side editorial comparison of Apache Cloudberry and dbt Core — release velocity, themes, recent moves, and the top alternatives to consider.
Apache Cloudberry vs dbt Core: 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 dbt Core?
dbt 2.0 ships — proprietary binary forks from dbt-oss as AI agent skills land
dbt just shipped its 2.0.0 GA release, formally splitting the codebase into a proprietary 'dbt' binary (the Fusion engine) and 'dbt-oss'. The 2.0 release adds AI agent skill installs from packages, native Databricks metric view materializations, and a new ClickHouse ADBC driver. Post-2.0 dev builds (dev.41) are already extending Lake Compute with Databricks Unity Catalog read access.
Apache Cloudberry vs dbt Core: 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.
dbt Core
7.5ANALYTICS
dbt 2.0 ships — proprietary binary forks from dbt-oss as AI agent skills land
◆ Current state
dbt just shipped its 2.0.0 GA release, formally splitting the codebase into a proprietary 'dbt' binary (the Fusion engine) and 'dbt-oss'. The 2.0 release adds AI agent skill installs from packages, native Databricks metric view materializations, and a new ClickHouse ADBC driver. Post-2.0 dev builds (dev.41) are already extending Lake Compute with Databricks Unity Catalog read access.
◆ Where it's heading
The proprietary/OSS fork is the defining structural move: dbt (proprietary) will accumulate AI-adjacent features — agent skills, Lake Compute, Databricks-specific materializations — while dbt-oss serves the backward-compat install base. The agent skills system (SKILL.md packages) is early but establishes a plugin surface for AI workflow definitions inside dbt runs. Expect the Databricks surface to keep widening as Lake Compute moves toward write support.
◆ Prediction
Next likely move: agent skills expand from installation-only to execution, and Lake Compute adds write paths or more Unity Catalog capabilities. The ClickHouse ADBC driver work may also get a GA tag soon given the volume of RC iterations.
Alternatives to Apache Cloudberry and dbt Core
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 dbt Core.
Holistics
Holistics connects to warehouse-native semantic layers, shifting from semantic owner to governed exploration layer.
Tinybird
Tinybird builds out MCP tooling for LLM-driven data access while hardening its ingestion pipeline
Basedash
Basedash makes its MCP server writable — AI agents can now author dashboards on your behalf
OpenObserve
OpenObserve hits v1.0 GA with first-class AI Observability and SLOs, then stabilizes fast.
Lightdash
Lightdash ships AI-described custom chart types and a content governance overhaul in one week
See all Apache Cloudberry alternatives → · See all dbt Core alternatives →
Recent activity from Apache Cloudberry and dbt Core
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 2d agodbt CoreLake Compute gains Databricks Unity Catalog read access
- 9d agodbt Coredbt v2.0.0 ⚡
- 10d agodbt Coredbt v1.12.5
- 10d agodbt CoreInternal test-PyPI build (2.0.2)
- 14d agodbt Corev2.0.0-rc.2
- 16d agodbt CoreClickHouse ADBC driver dev build (2.0.0-dev.39)
- 22d agoApache CloudberryApache Cloudberry 2.2.0 first release candidate
- 4mo agoApache CloudberryApache Cloudberry 2.1.0 official release
- 6mo agoApache CloudberryApache Cloudberry 2.1.0 second release candidate
- 7mo 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 dbt Core?
They serve adjacent needs but don't currently overlap on shipped themes. dbt Core is currently shipping more aggressively (velocity 7.5 vs 2.5), 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 dbt Core?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. dbt Core is currently shipping more aggressively (velocity 7.5 vs 2.5), 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 dbt Core?
Top dbt Core alternatives in Analytics are ranked by recent ship velocity. Browse the "dbt Core alternatives" section above for the current picks, or visit /alternatives/dbt-core for the full list with editorial commentary on each.