Tinylytics
Tinylytics adds account-wide IP ignores and monitoring-only sites
Comparison · Analytics
Apache Cloudberry vs ntopng
A side-by-side editorial comparison of Apache Cloudberry and ntopng — release velocity, themes, recent moves, and the top alternatives to consider.
Apache Cloudberry vs ntopng: at a glance
What is Apache Cloudberry?
Apache Cloudberry ships 2.2.0 after three release candidates.
Apache Cloudberry is an open-source MPP analytics database in the Apache Incubator, derived from Greenplum. 2.2.0-incubating went final on November 3 after rc1 (September 3), rc2 (October 7) and rc3 (October 20). The release entry carries no notes of its own.
What is ntopng?
ntopng 7.0 adds an AI traffic analyst, Wazuh integration and BGP in one release.
ntopng 7.0 arrived in September, ten months after 6.6. nAnalyst brings AI chat, policies, dashboards and an agentic loop across multiple LLM providers, with an MCP server included. The release also adds Wazuh XDR/SIEM integration, a Sites hierarchy, BGP/BMP with RPKI validation, a ClickHouse timeseries engine, OpenID Connect SSO, MFA and passkeys, and a new Vue.js frontend replacing legacy pages.
Apache Cloudberry vs ntopng: editorial side-by-side
Apache Cloudberry
5.0ANALYTICS
Apache Cloudberry ships 2.2.0 after three release candidates.
◆ Current state
Apache Cloudberry is an open-source MPP analytics database in the Apache Incubator, derived from Greenplum. 2.2.0-incubating went final on November 3 after rc1 (September 3), rc2 (October 7) and rc3 (October 20). The release entry carries no notes of its own.
◆ Where it's heading
The project now ships on a roughly six-month cycle (2.0 in September 2025, 2.1 in May, 2.2 in November), each going through two or three voted candidates. The process is steady; what changed in 2.2 isn't visible in these entries.
◆ Prediction
A 2.3.0 rc1 is the next likely tag, probably in early 2027 if the cadence holds.
ntopng
0.0ANALYTICS
ntopng 7.0 adds an AI traffic analyst, Wazuh integration and BGP in one release.
◆ Current state
ntopng 7.0 arrived in September, ten months after 6.6. nAnalyst brings AI chat, policies, dashboards and an agentic loop across multiple LLM providers, with an MCP server included. The release also adds Wazuh XDR/SIEM integration, a Sites hierarchy, BGP/BMP with RPKI validation, a ClickHouse timeseries engine, OpenID Connect SSO, MFA and passkeys, and a new Vue.js frontend replacing legacy pages.
◆ Where it's heading
Each major has annexed an adjacent category, and 7.0 reaches for three at once: AI-assisted analysis, SIEM-adjacent security and routing visibility. ClickHouse is now the assumed foundation, and nAnalyst requires it. The licensing line is also explicit, with nAnalyst limited to enterprise M and above and the MCP functions split between community and pro.
◆ Prediction
Point releases should focus on nAnalyst and the new frontend, the two largest and least mature surfaces. The next major, on past spacing, is about a year off and likely extends the same analysis and security surfaces.
Alternatives to Apache Cloudberry and ntopng
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 ntopng.
DebugBear
DebugBear is growing from performance testing into uptime, browser support and ad-impact data.
OpenReplay
OpenReplay lets self-hosters block the hosts a recorded session can make its asset cacher fetch.
OpenHouse
OpenHouse records why table maintenance fails and adds timezone-aware retention.
OpenCTI
OpenCTI accepts Filigran licenses and closes a draft-access hole in its TAXII routes.
InfluxDB
InfluxDB keeps patching its 3.11 and 3.12 lines, now with a catalog repair tool.
See all Apache Cloudberry alternatives → · See all ntopng alternatives →
Recent activity from Apache Cloudberry and ntopng
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d agoApache CloudberryApache Cloudberry 2.2.0 final release
- 15d agoApache CloudberryApache Cloudberry 2.2.0 third release candidate
- 28d agoApache CloudberryApache Cloudberry 2.2.0 second release candidate
- 1mo agontopngntopng 7.0: nAnalyst AI, Wazuh integration, BGP and Sites
- 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
- 11mo agontopngntopng 6.6: AS dashboards and real-time ClickHouse export
- 1y agontopngntopng 6.4 adds Asset Inventory and Digital Twin ⚡
- 2y agontopngntopng 6.2: memory halved, MITRE alert classification
- 3y agontopngntopng 6.0 adds vulnerability scanning and CVE support ⚡
- 3y agontopngntopng 5.6: Kafka, ClickHouse clusters, Vue.js rework
Frequently asked questions
What is the difference between Apache Cloudberry and ntopng?
They serve adjacent needs but don't currently overlap on shipped themes. Apache Cloudberry is currently shipping more aggressively (velocity 5.0 vs 0.0), with 0 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 ntopng?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Apache Cloudberry is currently shipping more aggressively (velocity 5.0 vs 0.0), with 0 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 ntopng?
Top ntopng alternatives in Analytics are ranked by recent ship velocity. Browse the "ntopng alternatives" section above for the current picks, or visit /alternatives/ntopng for the full list with editorial commentary on each.