Cube vs Whatagraph
Side-by-side trajectory, velocity, and editorial themes.
Cube ships Creator Mode and a Slack agent — embedded BI and agent surfaces in the same month.
Cube is shipping weekly across three coherent fronts: AI agent surfaces (Slack Agent for ad-hoc questions, Analytics Chat under the hood), embedded analytics (Creator Mode lets customers embed the full Cube app, not just dashboards), and the semantic-layer fundamentals (calculated fields in Explore/Workbook, workbook versions, custom chart palettes, refined filtering). Earlier in the period, data masking, the Viewer role, and scheduled-screenshot notifications rounded out the governance and distribution story.
Two compounding bets: (1) the semantic layer + AI agent combination is the moat — every release deepens what an agent or human can do over governed data without writing SQL, and (2) embedding goes from "put a dashboard in your app" to "give your users a full BI app inside your product." These are complementary — Creator Mode is more compelling when the embedded experience can also answer questions in Slack and self-heal queries with calculated fields.
Expect Creator Mode to grow more embedding controls (white-labeling, role mapping, audit) since it's positioned for ISVs serving downstream customers. The Slack Agent likely gets siblings (Teams, in-app chat) and tighter wiring to dashboards so an agent can produce a chart, save it, and share it back. Calculated Fields expansion (filtered measures, more types) is already telegraphed in the release notes.
Whatagraph adds Data Storage and a Snowflake source — agency reports stop waiting on live API calls.
Whatagraph is moving from 'report builder over live API connections' to 'managed data layer plus report builder.' Two recent releases anchor the shift: Data Storage lets Whatagraph store customer data on its own infrastructure with a 24-month default backfill, and Snowflake has been added as a first-party data source so warehouse tables can sit alongside paid media and web analytics in the same report. Around that, the company is filling in standard reporting depth — GeoMap widget, conditional formatting, Gauge and Heatmap widget types — plus broader integration coverage like bol. Retailer and Advertising for Benelux retail media and a rebuilt event-level CallTrackingMetrics.
The product is pushing toward becoming an agency-grade marketing reporting platform that also owns the data plumbing. Historically agencies had to choose between Whatagraph-style report builders (fast but live-API constrained) and BigQuery-based stacks (flexible but heavyweight). Whatagraph's managed Storage destination collapses that choice, and the Snowflake source pulls customer-warehouse data directly into the reporting surface — both moves widen the addressable customer set into mid-market and larger agencies.
Expect the next quarter to deepen the data layer: a SQL-style transformation interface on stored data, more warehouse sources (likely Databricks or Redshift), and a billing change that splits the storage layer from the report-builder seat licenses. The GeoMap widget will exit beta with continent-grouped drill-downs.
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See more alternatives to Whatagraph →