Fulcrum
Fulcrum ships MCP server and AI Toolkit to let AI assistants build and query field data forms
Comparison · Analytics
dbt Core vs Whatagraph
A side-by-side editorial comparison of dbt Core and Whatagraph — release velocity, themes, recent moves, and the top alternatives to consider.
dbt Core vs Whatagraph: at a glance
| Feature | dbt Core | Whatagraph |
|---|---|---|
| Sector | Analytics | Analytics |
| Velocity score | 6.3 | 6.3 |
| Sparks · 30d | 0 | 1 |
| Top themes | data-transformation, analytics-engineering, open-source, snowflake | marketing-reporting, agency-tools, integrations, cross-channel |
| Last editorial update | 11h ago | 21d ago |
| Website | Visit → | — |
What is dbt Core?
dbt 2.0 enters final RC with beta Snowflake interactive_table materialization and full ClickHouse MV support.
dbt Core is in the final stretch of the v2.0 release cycle, running RC builds while the 1.x stable branch continues receiving targeted fixes. RC.2 added beta support for Snowflake's interactive_table materialization — covering static and dynamic variants with config-change detection for target_lag, warehouse, and cluster_by — and completed ClickHouse materialized view support via the new ADBC driver. The 1.12.5 and 1.11.15 patch releases address a MetricFlow protocol compliance issue and a package path traversal security fix respectively.
What is Whatagraph?
Agency reporting adds ChatGPT ads as a channel before most clients have bought one.
Whatagraph ships weekly, alternating between new data sources and reducing the manual work of assembling a client report. The recent run added Ahrefs Rank Tracker for keyword-level competitive positions, automatic failover when the account owning a source loses access, Report shortcuts that turn one report into an entry point for others, auto colours for conditional formatting, and in-place field mapping while building a cross-channel Source Group. The newest release adds OpenAI Ads and a Google Ads Keyword Planner source.
dbt Core vs Whatagraph: editorial side-by-side
dbt Core
6.3ANALYTICS
dbt 2.0 enters final RC with beta Snowflake interactive_table materialization and full ClickHouse MV support.
◆ Current state
dbt Core is in the final stretch of the v2.0 release cycle, running RC builds while the 1.x stable branch continues receiving targeted fixes. RC.2 added beta support for Snowflake's interactive_table materialization — covering static and dynamic variants with config-change detection for target_lag, warehouse, and cluster_by — and completed ClickHouse materialized view support via the new ADBC driver. The 1.12.5 and 1.11.15 patch releases address a MetricFlow protocol compliance issue and a package path traversal security fix respectively.
◆ Where it's heading
dbt 2.0's final stabilization phase is expanding adapter coverage depth rather than adding new DAG primitives. ClickHouse now has full MV and unit-test support; Snowflake gets interactive table handling with edge-case-level cluster_by comparison fixes that only come from deep validation work. The pattern: make dbt reliably correct on what modern warehouses already ship, rather than shipping new features.
◆ Prediction
The v2.0 stable tag is imminent — RC.2's fixes are narrow and precision-targeted, not broad. Post-2.0 expect a Fusion manifest integration stabilization push, given that 1.12.4 shipped two fixes specifically for Fusion-generated manifests.
Whatagraph
6.3ANALYTICS
Agency reporting adds ChatGPT ads as a channel before most clients have bought one.
◆ Current state
Whatagraph ships weekly, alternating between new data sources and reducing the manual work of assembling a client report. The recent run added Ahrefs Rank Tracker for keyword-level competitive positions, automatic failover when the account owning a source loses access, Report shortcuts that turn one report into an entry point for others, auto colours for conditional formatting, and in-place field mapping while building a cross-channel Source Group. The newest release adds OpenAI Ads and a Google Ads Keyword Planner source.
◆ Where it's heading
Two threads. The first is removing the recurring maintenance an agency does between report cycles — remapping fields, rebuilding groups, reconnecting sources after someone leaves, re-exporting keyword data monthly. The second is source coverage, which is now extending past ad accounts into other shapes: a keyword list is a source, and a report can be a widget inside another report. Whatagraph is competing on the labour a report costs, not the chart types it offers.
◆ Prediction
Expect more non-ad-account source shapes to follow the keyword-list pattern, and OpenAI Ads coverage to deepen as that platform's own API exposes more than the current account, campaign, ad group and ad levels.
Alternatives to dbt Core and Whatagraph
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 dbt Core or Whatagraph.
Holistics
Holistics builds AI governance and docs-as-analytics in parallel, shipping both weekly
OpenHouse
OpenHouse breaks ground on Iceberg views while tightening storage lifecycle and authorization
Lightdash
Lightdash is cutting its dbt dependency and building AI-powered authoring into every layer of its BI stack.
Keboola
Keboola's Kai AI assistant hits GA, completing the pivot from data platform to AI-native pipeline orchestration layer.
Omni
Omni's Apps reach general availability, completing its embedded analytics platform pitch.
See all dbt Core alternatives → · See all Whatagraph alternatives →
Recent activity from dbt Core and Whatagraph
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 20h agodbt Coredbt 1.12.5: MetricFlow protocol fix and v2 install banner
- 1d agodbt Coredbt 2.0.2 test-PyPI build
- 5d agodbt Coredbt 2.0.0-rc.2: ClickHouse MV support and Snowflake interactive_table beta
- 7d agodbt Coredbt 2.0.0-dev.39 test-PyPI: ClickHouse ADBC driver settings
- 7d agodbt Coredbt 2.0.0-dev.38 test-PyPI: ClickHouse ADBC driver settings
- 7d agodbt Coredbt 2.0.0-dev.37 test-PyPI: ClickHouse ADBC driver settings
- 22d agoWhatagraphReport on OpenAI Ads, and track Google Ads keyword demand without the monthly export ⚡
- 27d agoWhatagraphUnify metrics and dimensions while creating a Source Group
- 1mo agoWhatagraphTurn your report into client portal with Report shortcuts
- 1mo agoWhatagraphOne broken connection won't break your reports
- 1mo agoWhatagraphClearer charts and tables, and a faster way to find the right template
- 1mo agoWhatagraphTrack your keywords against competitors with Ahrefs Rank Tracker
Frequently asked questions
What is the difference between dbt Core and Whatagraph?
They serve adjacent needs but don't currently overlap on shipped themes. dbt Core and Whatagraph are shipping at a similar cadence (velocity 6.3 vs 6.3, both within Sparkpulse's "active" band). See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is dbt Core better than Whatagraph?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. dbt Core and Whatagraph are shipping at a similar cadence (velocity 6.3 vs 6.3, both within Sparkpulse's "active" band). For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.
What are the best alternatives to dbt Core?
Top dbt Core alternatives in Analytics are ranked by recent ship velocity. Browse the "dbt Core alternatives" section above for the current picks, or visit /alternatives/dbt-core for the full list with editorial commentary on each.
What are the best alternatives to Whatagraph?
Top Whatagraph alternatives in Analytics are ranked by recent ship velocity. Browse the "Whatagraph alternatives" section above for the current picks, or visit /alternatives/whatagraph for the full list with editorial commentary on each.