OpenObserve
The 0.92 candidates have stopped taking features — rc4 is backports only.
A side-by-side editorial comparison of Holistics and MotherDuck — release velocity, themes, recent moves, and the top alternatives to consider.
Holistics keeps converting GUI-only BI objects into code, one class at a time.
The recent window moved custom charts into AML so they can be defined as code, built through a GUI and previewed against real data, and gave every file — dashboards, models, datasets — its own version timeline with per-file restore that does not revert anyone else's work. Smaller quality-of-life work landed alongside: theme-level color palettes, date-range presets and typed shorthands, chart suggestions in Explore, and custom currency and unit formats.
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.
The recent window moved custom charts into AML so they can be defined as code, built through a GUI and previewed against real data, and gave every file — dashboards, models, datasets — its own version timeline with per-file restore that does not revert anyone else's work. Smaller quality-of-life work landed alongside: theme-level color palettes, date-range presets and typed shorthands, chart suggestions in Explore, and custom currency and unit formats.
Holistics is steadily giving GUI concepts an AML representation while keeping a visual path to the same result, and file history extends a software-engineering model to objects that were previously edited in place. The last several releases are polish on top of that spine rather than new capability, which suggests the code-first migration sets the agenda and the surface work fills in behind it.
Expect more object types to gain AML definitions and version timelines; the cadence so far has been roughly one object class per release cycle.
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.
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 Holistics or MotherDuck.
The 0.92 candidates have stopped taking features — rc4 is backports only.
A deprecation sweep and hive-partition join rewrites, shipped on two trains at once.
ServerMap rebuilt and application names finally long enough to describe a service.
SeaTunnel can finally split one large file across readers — and hasn't shipped since March.
Parseable is bolting real auth onto a log store — API keys, dataset permissions, Kafka IAM.
ntopng grew from traffic monitor into asset inventory and vulnerability scanner — one major at a time
See all Holistics alternatives → · See all MotherDuck 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 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. MotherDuck 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 Holistics alternatives in Analytics are ranked by recent ship velocity. Browse the "Holistics alternatives" section above for the current picks, or visit /alternatives/holistics for the full list with editorial commentary on each.
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.