Holistics
Holistics lets admins put a key dashboard on everyone's Home page.
A side-by-side editorial comparison of Apache Cloudberry and Calibre — release velocity, themes, recent moves, and the top alternatives to consider.
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.
Calibre MCP lets your coding agent read RUM and Lighthouse data, then fix the slow code
Calibre now ships a read-only MCP server that gives Claude Code, Cursor, Codex, Copilot, Claude and ChatGPT access to an account's RUM, CrUX and Synthetic data, included on every plan with nothing to install. It lands days after Test Agents moved to Chrome 156 and Lighthouse 13.6.0, which added audits for how AI agents read pages. Admins can disable MCP per organisation and revoke connections, and the Company-plan audit log records them.
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.
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.
A 2.3.0 rc1 is the next likely tag, probably in early 2027 if the cadence holds.
Calibre now ships a read-only MCP server that gives Claude Code, Cursor, Codex, Copilot, Claude and ChatGPT access to an account's RUM, CrUX and Synthetic data, included on every plan with nothing to install. It lands days after Test Agents moved to Chrome 156 and Lighthouse 13.6.0, which added audits for how AI agents read pages. Admins can disable MCP per organisation and revoke connections, and the Company-plan audit log records them.
Calibre is turning its monitoring data into something agents act on rather than something people read in dashboards. The summer work on deployment markers, all-pages aggregates and the audit log built the context and governance an agent needs: which deploy, which page, who connected. Expect the remaining surface to follow the same path, with agents both querying performance and being measured by it.
The likely next step is write access or deploy-linked workflows over MCP, such as an agent opening a fix tied to a regression marker, since the current server is explicitly read-only and the launch frames fixing as the goal.
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 Calibre.
Holistics lets admins put a key dashboard on everyone's Home page.
Rho 0.5.3 lets Claude sessions run without Rho's own step and time caps.
Displayr moves custom visualizations to their own domain, so videos, maps and saved settings work.
Plausible removes the goal setup step from funnels.
Usermaven is rebuilding analytics around Maven AI agents that report without being asked.
Cluvio's shared dashboards now speak the viewer's language, down to number formats.
See all Apache Cloudberry alternatives → · See all Calibre alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. Calibre is currently shipping more aggressively (velocity 6.3 vs 5.0), 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.
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Calibre is currently shipping more aggressively (velocity 6.3 vs 5.0), 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.
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.
Top Calibre alternatives in Analytics are ranked by recent ship velocity. Browse the "Calibre alternatives" section above for the current picks, or visit /alternatives/calibreapp for the full list with editorial commentary on each.