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Comparison · Analytics
Apache Cloudberry vs OpenCTI
A side-by-side editorial comparison of Apache Cloudberry and OpenCTI — release velocity, themes, recent moves, and the top alternatives to consider.
Apache Cloudberry vs OpenCTI: at a glance
What is Apache Cloudberry?
Apache Cloudberry is three release candidates into 2.2.0.
Apache Cloudberry is an open-source MPP analytics database in the Apache Incubator, derived from Greenplum. The 2.2.0 release has gone through rc1 (September 3), rc2 (October 7) and rc3 (October 20), with no release notes attached to the later candidates. 2.1.0 shipped in May after two candidates.
What is OpenCTI?
OpenCTI imports custom views from Hub and lays the groundwork for ingestion health.
OpenCTI keeps a weekly-or-faster release cadence. 7.261030.0 adds Hub import to custom views, manual updates to security coverage results, configurable date and time display in tables, and export and bootstrap import of configuration bundles. It also restricts custom-field definitions to Enterprise Edition and fixes Priority Intelligence Requirement access restrictions that were not enforced for organization-scoped users. 7.261030.1 stops low-confidence enrichment from disturbing indicator lifecycle metadata.
Apache Cloudberry vs OpenCTI: editorial side-by-side
Apache Cloudberry
5.0ANALYTICS
Apache Cloudberry is three release candidates into 2.2.0.
◆ Current state
Apache Cloudberry is an open-source MPP analytics database in the Apache Incubator, derived from Greenplum. The 2.2.0 release has gone through rc1 (September 3), rc2 (October 7) and rc3 (October 20), with no release notes attached to the later candidates. 2.1.0 shipped in May after two candidates.
◆ Where it's heading
Each release goes through two or three candidates and ASF votes; 2.0.0 also needed three. The gap between feature releases has been roughly six to eight months.
◆ Prediction
2.2.0 final is likely after the rc3 vote, if no further candidate is needed. The entries do not list 2.2.0's feature content.
OpenCTI
5.0ANALYTICS
OpenCTI imports custom views from Hub and lays the groundwork for ingestion health.
◆ Current state
OpenCTI keeps a weekly-or-faster release cadence. 7.261030.0 adds Hub import to custom views, manual updates to security coverage results, configurable date and time display in tables, and export and bootstrap import of configuration bundles. It also restricts custom-field definitions to Enterprise Edition and fixes Priority Intelligence Requirement access restrictions that were not enforced for organization-scoped users. 7.261030.1 stops low-confidence enrichment from disturbing indicator lifecycle metadata.
◆ Where it's heading
After two weeks spent on dashboards and the knowledge graph, attention is turning to platform administration: configuration presets, Hub-distributed views, connector forms and ingestion health, which is being built behind a feature flag. Custom fields now sit on the Enterprise side of the line, so new data-model flexibility is being used as a paid differentiator. Access-control fixes keep appearing, which suggests organization segregation is still being hardened.
◆ Prediction
Expect ingestion health to leave its feature flag in a coming weekly, with email notifications already in place. The entries do not indicate when a new LTS line will be cut.
Alternatives to Apache Cloudberry and OpenCTI
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 OpenCTI.
GoAccess
GoAccess 1.12 splits AI crawlers from search bots in web log reports.
OpenSearch Dashboards
This feed samples OpenSearch Dashboards; its latest entry is a 2.19.7 notes commit.
Apache Iceberg
Iceberg 1.12 drops Spark 3.4 and starts laying groundwork for the v4 table spec.
ManageEngine Log360
Log360's September build fixes the migration to the unified console.
Deepnote
Deepnote's agent now runs from first prompt to finished notebook without handoffs.
See all Apache Cloudberry alternatives → · See all OpenCTI alternatives →
Recent activity from Apache Cloudberry and OpenCTI
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 3d agoOpenCTIOpenCTI 7.261030.1: indicator lifecycle kept on low-confidence upsert
- 3d agoOpenCTIOpenCTI 7.261030.0: Hub import for views, manual coverage updates
- 7d agoOpenCTIOpenCTI 7.261026.0: bulk-update and dashboard access fixes
- 10d agoOpenCTIOpenCTI 7.261023.1: saved-filter switching fix
- 10d agoOpenCTIOpenCTI 7.261023.0: keyboard graph control, grouping, SVG export
- 12d agoOpenCTIOpenCTI 7.261021.1: XTM One outputs in Ask Ariane, graph refresh
- 13d agoApache CloudberryApache Cloudberry 2.2.0 third release candidate
- 26d agoApache CloudberryApache Cloudberry 2.2.0 second release candidate
- 2mo agoApache CloudberryApache Cloudberry 2.2.0 first release candidate
- 6mo agoApache CloudberryApache Cloudberry 2.1.0 official release
- 7mo agoApache CloudberryApache Cloudberry 2.1.0 second release candidate
- 8mo agoApache CloudberryApache Cloudberry 2.1.0 first release candidate
Frequently asked questions
What is the difference between Apache Cloudberry and OpenCTI?
They serve adjacent needs but don't currently overlap on shipped themes. Apache Cloudberry and OpenCTI are shipping at a similar cadence (velocity 5.0 vs 5.0, 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 OpenCTI?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Apache Cloudberry and OpenCTI are shipping at a similar cadence (velocity 5.0 vs 5.0, 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 OpenCTI?
Top OpenCTI alternatives in Analytics are ranked by recent ship velocity. Browse the "OpenCTI alternatives" section above for the current picks, or visit /alternatives/opencti for the full list with editorial commentary on each.