Chord
Chord's AI assistant is evolving from a stateless query tool into a persistent knowledge layer for ecommerce analytics teams.
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 | 7.5 | 6.3 |
| Sparks · 30d | 1 | 0 |
| Top themes | major-release, oss-fork, agent-skills, databricks | marketing-reporting, agency-tools, integrations, cross-channel |
| Last editorial update | 2d ago | 1mo ago |
| Website | Visit → | — |
What is dbt Core?
dbt 2.0 ships — proprietary binary forks from dbt-oss as AI agent skills land
dbt just shipped its 2.0.0 GA release, formally splitting the codebase into a proprietary 'dbt' binary (the Fusion engine) and 'dbt-oss'. The 2.0 release adds AI agent skill installs from packages, native Databricks metric view materializations, and a new ClickHouse ADBC driver. Post-2.0 dev builds (dev.41) are already extending Lake Compute with Databricks Unity Catalog read access.
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
7.5ANALYTICS
dbt 2.0 ships — proprietary binary forks from dbt-oss as AI agent skills land
◆ Current state
dbt just shipped its 2.0.0 GA release, formally splitting the codebase into a proprietary 'dbt' binary (the Fusion engine) and 'dbt-oss'. The 2.0 release adds AI agent skill installs from packages, native Databricks metric view materializations, and a new ClickHouse ADBC driver. Post-2.0 dev builds (dev.41) are already extending Lake Compute with Databricks Unity Catalog read access.
◆ Where it's heading
The proprietary/OSS fork is the defining structural move: dbt (proprietary) will accumulate AI-adjacent features — agent skills, Lake Compute, Databricks-specific materializations — while dbt-oss serves the backward-compat install base. The agent skills system (SKILL.md packages) is early but establishes a plugin surface for AI workflow definitions inside dbt runs. Expect the Databricks surface to keep widening as Lake Compute moves toward write support.
◆ Prediction
Next likely move: agent skills expand from installation-only to execution, and Lake Compute adds write paths or more Unity Catalog capabilities. The ClickHouse ADBC driver work may also get a GA tag soon given the volume of RC iterations.
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.
Fulcrum
Fulcrum ships an MCP server for AI-managed form building while Photo FastFill pushes toward general availability.
Holistics
Holistics connects to warehouse-native semantic layers, shifting from semantic owner to governed exploration layer.
Tinybird
Tinybird builds out MCP tooling for LLM-driven data access while hardening its ingestion pipeline
Basedash
Basedash makes its MCP server writable — AI agents can now author dashboards on your behalf
OpenObserve
OpenObserve hits v1.0 GA with first-class AI Observability and SLOs, then stabilizes fast.
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.
- 2d agodbt CoreLake Compute gains Databricks Unity Catalog read access
- 9d agodbt Coredbt v2.0.0 ⚡
- 10d agodbt Coredbt v1.12.5
- 10d agodbt CoreInternal test-PyPI build (2.0.2)
- 15d agodbt Corev2.0.0-rc.2
- 16d agodbt CoreClickHouse ADBC driver dev build (2.0.0-dev.39)
- 1mo agoWhatagraphReport on OpenAI Ads, and track Google Ads keyword demand without the monthly export ⚡
- 1mo 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
- 2mo 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 is currently shipping more aggressively (velocity 7.5 vs 6.3), 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.
Is dbt Core better than Whatagraph?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. dbt Core is currently shipping more aggressively (velocity 7.5 vs 6.3), 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.
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.