Cortex
Cortex is betting on Parquet block storage and graduating years of experimental features.
A side-by-side editorial comparison of MotherDuck and Graphite — release velocity, themes, recent moves, and the top alternatives to consider.
MotherDuck is building the governance layer its agent-native pipelines already needed.
The weekly cadence is split between two tracks. One is agent surface: Flights (Python pipelines drivable from SQL, UI, or any MCP client) went from Preview to all plans in six weeks, and Guides now let an organization hand agents its metric definitions and join rules so every session writes SQL against the same semantics. The other is enterprise readiness: RBAC with scoped privileges, Sydney and Tokyo regions, Iceberg read/write against Cloudflare R2 and Databricks, a Postgres wire endpoint that BI tools and dbt Cloud connect to natively.
Graphite's answer to its own CVE backlog is a pre-release nobody calls official.
Graphite's release feed shows three entries across four years. The last tagged work is a pair of 1.2.1 pre-releases whose own notes decline to call them official: they exist, in the maintainer's words, as a master-branch milestone for people who want to avoid CVE checks against 1.1.x, with the second adding XSS fixes. Both point at a single open discussion thread about the state of the project.
The weekly cadence is split between two tracks. One is agent surface: Flights (Python pipelines drivable from SQL, UI, or any MCP client) went from Preview to all plans in six weeks, and Guides now let an organization hand agents its metric definitions and join rules so every session writes SQL against the same semantics. The other is enterprise readiness: RBAC with scoped privileges, Sydney and Tokyo regions, Iceberg read/write against Cloudflare R2 and Databricks, a Postgres wire endpoint that BI tools and dbt Cloud connect to natively.
The order is deliberate — ship the agent capability, then the controls that make it deployable. Flights arrived in Preview, reached every plan, gained per-run config overrides and runtime caps, and now Admins get org-wide visibility while edit and delete stay with the creator. Guides is the same move applied to correctness: rather than better prompting, MotherDuck is making organizational context a stored, shareable object agents read automatically. Regional expansion and Iceberg catalog interop suggest the target is a warehouse that sits inside someone else's data estate rather than replacing it.
Expect Guides to leave Preview with permissions attached, and the Admin visibility model to extend from viewing Flights to governing them — scheduling limits, ownership transfer, or approval before a Flight runs against production data.
Graphite's release feed shows three entries across four years. The last tagged work is a pair of 1.2.1 pre-releases whose own notes decline to call them official: they exist, in the maintainer's words, as a master-branch milestone for people who want to avoid CVE checks against 1.1.x, with the second adding XSS fixes. Both point at a single open discussion thread about the state of the project.
This is a project whose maintenance and its release process have come apart. The security fixes are real and are in master, but nothing has been promoted to a release users can adopt through normal channels, which leaves operators choosing between a version that fails CVE scans and an explicitly unofficial tag. The four-year gap since the 1.1.9 preparation commit is the clearest signal available.
Nothing in these entries supports a confident call on a 1.2.1 final; the maintainer has pointed the question at a discussion thread rather than a roadmap.
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 MotherDuck or Graphite.
Cortex is betting on Parquet block storage and graduating years of experimental features.
NetObserv is layering TLS visibility and health alerting on top of its eBPF flow pipeline.
Storm 3.0 finishes removing the Clojure it was built in, and moves to a Java 21 baseline.
Five release candidates in two years, none of them stable, and none since October 2025.
A monitoring project whose public release feed skips the release that mattered.
Axiom is rebuilding observability so an AI agent, not a human, can be the first user.
See all MotherDuck alternatives → · See all Graphite alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. MotherDuck is currently shipping more aggressively (velocity 6.3 vs 0.0), 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. MotherDuck is currently shipping more aggressively (velocity 6.3 vs 0.0), 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 MotherDuck alternatives in Analytics are ranked by recent ship velocity. Browse the "MotherDuck alternatives" section above for the current picks, or visit /alternatives/motherduck for the full list with editorial commentary on each.
Top Graphite alternatives in Analytics are ranked by recent ship velocity. Browse the "Graphite alternatives" section above for the current picks, or visit /alternatives/graphite for the full list with editorial commentary on each.