Polars
Polars is teaching its engine to spill, stream, and read the lakehouse.
A side-by-side editorial comparison of Holistics and BigQuery — 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.
BigQuery is making itself agent-callable and pulling inference inside the SQL boundary.
Two GA milestones define the current position: the BigQuery MCP server, and the managed AI functions AI.IF, AI.SCORE and AI.CLASSIFY that run Gemini from inside a query. Alongside them, BigQuery Graph entered preview, and a steady GA cadence continues across sharing listings, materialized views over CDC tables, Snowflake transfers, code-asset folders and Dataform's strict act-as enforcement.
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.
Two GA milestones define the current position: the BigQuery MCP server, and the managed AI functions AI.IF, AI.SCORE and AI.CLASSIFY that run Gemini from inside a query. Alongside them, BigQuery Graph entered preview, and a steady GA cadence continues across sharing listings, materialized views over CDC tables, Snowflake transfers, code-asset folders and Dataform's strict act-as enforcement.
The warehouse is being repositioned as something agents call and models run inside, not a destination that pipelines feed. MCP handles the calling side; the AI functions handle the execution side; strict act-as and folder-level access handle the governance the first two make urgent.
Expect the governance layer to develop fastest from here — finer control over what an agent can query and what inference it may run — since that is the constraint GA on both fronts now exposes.
Other Analytics products tracked by Sparkpulse, ranked by recent ship velocity. Tap any card for the full editorial trajectory or compare directly with Holistics.
Polars is teaching its engine to spill, stream, and read the lakehouse.
Plotly is turning its cloud into a metered compute platform with an enterprise on-ramp.
With Interfaces, NocoDB stops being a database view and starts being an app builder.
Neo4j is making the graph legible to agents and comfortable for humans at the same time.
Looker's release feed is mostly page furniture; the shipping behind it is thin.
Fulcrum is retiring Google Maps for Esri and stabilising the ArcGIS stack behind it.
Other Analytics products tracked by Sparkpulse, ranked by recent ship velocity. Tap any card for the full editorial trajectory or compare directly with BigQuery.
incident.io's AI now posts a root cause hypothesis before most responders have finished reading the alert.
PlanetScale is building out Postgres while making every control reachable without the dashboard.
Lovable is making generated apps connector-rich and enterprise-shippable at the same time.
Buildkite is rebuilding CI so an agent can act on a failure before the job ends.
Retool is giving its app-building agent the workflow a developer would expect.
Spacelift's AI stopped explaining infrastructure and started deploying it.
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. Holistics 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.
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Holistics 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.
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 BigQuery alternatives in Analytics are ranked by recent ship velocity. Browse the "BigQuery alternatives" section above for the current picks, or visit /alternatives/bigquery for the full list with editorial commentary on each.