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Alternatives · analytics tools
Apache Cloudberry alternatives
The best Apache Cloudberry alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Sep 25, 2026
Looking for the best alternatives to Apache Cloudberry? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, Apache Cloudberry shipped 0 meaningful updates in the last 30 days and carries a velocity score of 2.5 out of 10 in 2026. The alternatives below are ranked the same way, so you're comparing real release momentum, not marketing claims.
About 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.
Velocity 2.5 · Last update 21d ago
Top 12 alternatives to Apache Cloudberry
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
ANALYTICS
Holistics connects to warehouse-native semantic layers, shifting from semantic owner to governed exploration layer.
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Lightdash ships AI-described custom chart types and a content governance overhaul in one week
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dbt 2.0 ships — proprietary binary forks from dbt-oss as AI agent skills land
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Omni ships dbt on Trino and MCP app management, extending AI-native BI coverage
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OpenCTI ships FIPS 140-3 validated image and extends Ask Ariane toward supervised autonomous action
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AgencyAnalytics adds autonomous AI client profiling and historical AI citation tracking — two moves that redefine what the platform can do for agencies.
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Fulcrum ships an MCP server for AI-managed form building while Photo FastFill pushes toward general availability.
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OpenObserve hits v1.0 GA with first-class AI Observability and SLOs, then stabilizes fast.
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Hex's chat agent can now build and publish Hex projects — analytics is going fully agentic.
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TimescaleDB 2.30.0 ships DeferredChunkAppend, cutting last-point query cost from O(n chunks) to O(1)
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Chord's AI layer gains persistent team memory and write access to the CDP — it can now build audiences mid-conversation.
Apache Cloudberry vs alternatives — shipping velocity at a glance
Velocity score (0–10) and meaningful releases shipped in the last 30 days, from official changelogs. Higher = shipping faster.
| Product | Velocity | Sparks · 30d | Focus areas | Latest release |
|---|---|---|---|---|
| Apache Cloudberry (baseline) | 2.5 | 0 | analyticsopen-sourcempp-database | — |
| Basedash | 8.8 | 3 | bi-toolsmcpai-agents | Introducing Basedash MCP write: build charts from anywhere |
| Holistics | 7.5 | 1 | bi-analyticssemantic-layerwarehouse-native | Holistics integrates Snowflake and Databricks semantic layers |
| Lightdash | 7.5 | 1 | analytics-platformcustom-chartscontent-governance | 🧩 Build your own chart types |
| dbt Core | 7.5 | 1 | major-releaseoss-forkagent-skills | dbt v2.0.0 |
| Omni | 7.5 | 2 | ai-native-bianalyticsmcp-integration | Omni: dbt on Trino and MCP app management tools land together |
| OpenCTI | 7.5 | 1 | ctisecuritythreat-intelligence | v7.260907: FIPS 140-3 validated base image + investigation graph entity creation |
| AgencyAnalytics | 7.5 | 1 | agency-reportingai-visibilityseo-analytics | AgencyAI starts building client context automatically |
| Fulcrum | 6.3 | 1 | field-data-collectionmobile-appsai-data-entry | Fulcrum MCP & AI Toolkit (Labs): AI agents can now build and manage forms |
| OpenObserve | 6.3 | 0 | observabilityai-observabilityllm-monitoring | — |
| Hex | 6.3 | 1 | analyticsai-agentsdata-science | Publish eval suites, skip approvals, and build Hex projects from your chat agent |
| TimescaleDB | 6.3 | 1 | time-seriespostgresqlquery-performance | TimescaleDB 2.30.0: last-point queries now run in constant time |
| Chord | 6.3 | 0 | cdpecommerce-analyticsai-agents | Ask Chord gets persistent team memory across conversations |
The 12 best Apache Cloudberry alternatives, in depth
1. Basedash · velocity 8.8
Basedash makes its MCP server writable — AI agents can now author dashboards on your behalf.
Over the last 30 days Basedash shipped 3 meaningful updates vs Apache Cloudberry's 0, most recently “Introducing Basedash MCP write: build charts from anywhere”. Its velocity score of 8.8/10 blends that with longer-term release cadence.
Where Apache Cloudberry leans on analytics, open source and mpp database, Basedash focuses on bi tools, mcp and ai agents.
Over the last 30 days Basedash has been shipping faster than Apache Cloudberry — a point in its favour if release momentum matters to you.
Full Basedash trajectory → · Compare Apache Cloudberry vs Basedash →
2. Holistics · velocity 7.5
Holistics connects to warehouse-native semantic layers, shifting from semantic owner to governed exploration layer.
Over the last 30 days Holistics shipped 1 meaningful update vs Apache Cloudberry's 0, most recently “Holistics integrates Snowflake and Databricks semantic layers”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Apache Cloudberry leans on analytics, open source and mpp database, Holistics focuses on bi analytics, semantic layer and warehouse native.
Over the last 30 days Holistics has been shipping faster than Apache Cloudberry — a point in its favour if release momentum matters to you.
Full Holistics trajectory → · Compare Apache Cloudberry vs Holistics →
3. Lightdash · velocity 7.5
Lightdash ships AI-described custom chart types and a content governance overhaul in one week.
Over the last 30 days Lightdash shipped 1 meaningful update vs Apache Cloudberry's 0, most recently “🧩 Build your own chart types”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Apache Cloudberry leans on analytics, open source and mpp database, Lightdash focuses on analytics platform, custom charts and content governance.
Over the last 30 days Lightdash has been shipping faster than Apache Cloudberry — a point in its favour if release momentum matters to you.
Full Lightdash trajectory → · Compare Apache Cloudberry vs Lightdash →
4. dbt Core · velocity 7.5
Dbt 2.0 ships — proprietary binary forks from dbt-oss as AI agent skills land.
Over the last 30 days dbt Core shipped 1 meaningful update vs Apache Cloudberry's 0, most recently “dbt v2.0.0”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Apache Cloudberry leans on analytics, open source and mpp database, dbt Core focuses on major release, oss fork and agent skills.
Over the last 30 days dbt Core has been shipping faster than Apache Cloudberry — a point in its favour if release momentum matters to you.
Full dbt Core trajectory → · Compare Apache Cloudberry vs dbt Core →
5. Omni · velocity 7.5
Omni ships dbt on Trino and MCP app management, extending AI-native BI coverage.
Over the last 30 days Omni shipped 2 meaningful updates vs Apache Cloudberry's 0, most recently “Omni: dbt on Trino and MCP app management tools land together”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Apache Cloudberry leans on analytics, open source and mpp database, Omni focuses on ai native bi, analytics and mcp integration.
Over the last 30 days Omni has been shipping faster than Apache Cloudberry — a point in its favour if release momentum matters to you.
Full Omni trajectory → · Compare Apache Cloudberry vs Omni →
6. OpenCTI · velocity 7.5
OpenCTI ships FIPS 140-3 validated image and extends Ask Ariane toward supervised autonomous action.
Over the last 30 days OpenCTI shipped 1 meaningful update vs Apache Cloudberry's 0, most recently “v7.260907: FIPS 140-3 validated base image + investigation graph entity creation”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Apache Cloudberry leans on analytics, open source and mpp database, OpenCTI focuses on cti, security and threat intelligence.
Over the last 30 days OpenCTI has been shipping faster than Apache Cloudberry — a point in its favour if release momentum matters to you.
Full OpenCTI trajectory → · Compare Apache Cloudberry vs OpenCTI →
7. AgencyAnalytics · velocity 7.5
AgencyAnalytics adds autonomous AI client profiling and historical AI citation tracking — two moves that redefine what the platform can do for agencies.
Over the last 30 days AgencyAnalytics shipped 1 meaningful update vs Apache Cloudberry's 0, most recently “AgencyAI starts building client context automatically”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Apache Cloudberry leans on analytics, open source and mpp database, AgencyAnalytics focuses on agency reporting, ai visibility and seo analytics.
Over the last 30 days AgencyAnalytics has been shipping faster than Apache Cloudberry — a point in its favour if release momentum matters to you.
Full AgencyAnalytics trajectory → · Compare Apache Cloudberry vs AgencyAnalytics →
8. Fulcrum · velocity 6.3
Fulcrum ships an MCP server for AI-managed form building while Photo FastFill pushes toward general availability.
Over the last 30 days Fulcrum shipped 1 meaningful update vs Apache Cloudberry's 0, most recently “Fulcrum MCP & AI Toolkit (Labs): AI agents can now build and manage forms”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Apache Cloudberry leans on analytics, open source and mpp database, Fulcrum focuses on field data collection, mobile apps and ai data entry.
Over the last 30 days Fulcrum has been shipping faster than Apache Cloudberry — a point in its favour if release momentum matters to you.
Full Fulcrum trajectory → · Compare Apache Cloudberry vs Fulcrum →
9. OpenObserve · velocity 6.3
OpenObserve hits v1.0 GA with first-class AI Observability and SLOs, then stabilizes fast.
Its velocity score of 6.3/10 reflects longer-term release cadence.
Where Apache Cloudberry leans on analytics, open source and mpp database, OpenObserve focuses on observability, ai observability and llm monitoring.
OpenObserve and Apache Cloudberry have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full OpenObserve trajectory → · Compare Apache Cloudberry vs OpenObserve →
10. Hex · velocity 6.3
Hex's chat agent can now build and publish Hex projects — analytics is going fully agentic.
Over the last 30 days Hex shipped 1 meaningful update vs Apache Cloudberry's 0, most recently “Publish eval suites, skip approvals, and build Hex projects from your chat agent”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Apache Cloudberry leans on analytics, open source and mpp database, Hex focuses on analytics, ai agents and data science.
Over the last 30 days Hex has been shipping faster than Apache Cloudberry — a point in its favour if release momentum matters to you.
11. TimescaleDB · velocity 6.3
TimescaleDB 2.30.0 ships DeferredChunkAppend, cutting last-point query cost from O(n chunks) to O(1).
Over the last 30 days TimescaleDB shipped 1 meaningful update vs Apache Cloudberry's 0, most recently “TimescaleDB 2.30.0: last-point queries now run in constant time”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Apache Cloudberry leans on analytics, open source and mpp database, TimescaleDB focuses on time series, postgresql and query performance.
Over the last 30 days TimescaleDB has been shipping faster than Apache Cloudberry — a point in its favour if release momentum matters to you.
Full TimescaleDB trajectory → · Compare Apache Cloudberry vs TimescaleDB →
12. Chord · velocity 6.3
Chord's AI layer gains persistent team memory and write access to the CDP — it can now build audiences mid-conversation.
Its velocity score of 6.3/10 reflects longer-term release cadence; its most recent meaningful update was “Ask Chord gets persistent team memory across conversations”.
Where Apache Cloudberry leans on analytics, open source and mpp database, Chord focuses on cdp, ecommerce analytics and ai agents.
Chord and Apache Cloudberry have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full Chord trajectory → · Compare Apache Cloudberry vs Chord →
Frequently asked questions
What are the best alternatives to Apache Cloudberry?
The top Apache Cloudberry alternatives we currently track in analytics tools are Basedash, Holistics, Lightdash, dbt Core, Omni, ranked by recent ship velocity.
How is this list of Apache Cloudberry alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare Apache Cloudberry directly with one of these alternatives?
Yes — every card has a "Compare with Apache Cloudberry" link to a side-by-side /compare page.