Delta Lake
Delta Lake's public stream is release mechanics; Kernel builds now carry a 4.5.0 label.
Comparison · Analytics
Keboola vs Whatagraph
A side-by-side editorial comparison of Keboola and Whatagraph — release velocity, themes, recent moves, and the top alternatives to consider.
Shared themes:mcp
Keboola vs Whatagraph: at a glance
| Feature | Keboola | Whatagraph |
|---|---|---|
| Sector | Analytics | Analytics |
| Velocity score | 5.0 | 6.3 |
| Sparks · 30d | 0 | 1 |
| Top themes | data-platform, governance, security, git-integration | marketing-reporting, ai agents, agency-tools, mcp |
| Last editorial update | 4h ago | 2d ago |
| Website | Visit → | — |
What is Keboola?
Keboola connects GitHub organizations once, ending personal tokens for private repos.
Keboola now lets a GitHub organization connect once through the Keboola GitHub App, so dbt, Custom Python and Apps can clone private repositories without personal access tokens. It follows a run of governance work: Branched Storage enabled on all stacks from November 2, a read-only query_data tool in the MCP server, patched data app images, and scheduled cleanup of idle workspaces.
What is Whatagraph?
Whatagraph's IQ Agents now watch ad accounts and act on them, not just report.
Whatagraph builds client reports for agencies and ships most weeks. In late October it launched IQ Agents, which watch marketing accounts on a schedule, report problems to Slack and act through MCP in Meta, Asana and HubSpot. Mid-October brought Excel attachments in report emails, six Ahrefs report types including AI citations, stored blends and ad creatives in tables.
Keboola vs Whatagraph: editorial side-by-side
Keboola
5.0ANALYTICS
Keboola connects GitHub organizations once, ending personal tokens for private repos.
◆ Current state
Keboola now lets a GitHub organization connect once through the Keboola GitHub App, so dbt, Custom Python and Apps can clone private repositories without personal access tokens. It follows a run of governance work: Branched Storage enabled on all stacks from November 2, a read-only query_data tool in the MCP server, patched data app images, and scheduled cleanup of idle workspaces.
◆ Where it's heading
Most recent releases remove risky defaults: shared tokens, write access for AI agents, stale workspaces and unpatched images. Keboola is tightening the platform for larger teams and agent use rather than adding new components.
◆ Prediction
Expect more credential and permission cleanups, such as other app-based integrations replacing tokens, and the February 2027 removal of emailed API tokens to go ahead.
Whatagraph
6.3ANALYTICS
Whatagraph's IQ Agents now watch ad accounts and act on them, not just report.
◆ Current state
Whatagraph builds client reports for agencies and ships most weeks. In late October it launched IQ Agents, which watch marketing accounts on a schedule, report problems to Slack and act through MCP in Meta, Asana and HubSpot. Mid-October brought Excel attachments in report emails, six Ahrefs report types including AI citations, stored blends and ad creatives in tables.
◆ Where it's heading
The product is moving from showing what happened in ad accounts to acting on it. Earlier releases cut the manual work of keeping reports running; IQ Agents take on the monitoring and follow-up work itself. Source coverage keeps widening alongside, from OpenAI Ads to Ahrefs AI citations.
◆ Prediction
Expect IQ Agents to gain more platforms they can act in beyond Meta, Asana and HubSpot. The entries do not show agent pricing.
Alternatives to Keboola 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 Keboola or Whatagraph.
Grafana Loki
Loki 4.0 RC strips out legacy storage backends and the simple scalable mode.
OpenObserve
OpenObserve 1.2.0-rc1 opens a metrics v2 cycle with chart alerts and forecasts.
dbt Core
dbt-core 1.13 drops Python 3.10 and learns to tolerate v2-only project config.
Chord
Chord adds Amazon Conversions API to its CDP destinations as the catalog keeps widening.
Fulcrum
Fulcrum turns on Insights, its AI assistant for field data, for every customer.
See all Keboola alternatives → · See all Whatagraph alternatives →
Recent activity from Keboola and Whatagraph
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 2d agoKeboolaConnect GitHub repositories without personal tokens
- 6d agoKeboolaSecurity Update for Python/JS and Streamlit Data Apps
- 7d agoKeboolaBranched Storage is being enabled on all projects
- 7d agoWhatagraphWhatagraph went agentic: IQ Agents watch your accounts and take on the repeat work ⚡
- 8d agoKeboolaSwitch Keboola to Dark Mode
- 9d agoKeboolaDark mode for the Keboola interface
- 10d agoKeboolaUnused Workspaces Will Be Cleaned Up Automatically
- 22d agoWhatagraphSend report data as an Excel file in automated emails
- 22d agoWhatagraphTrack AI citations, backlinks, competitors and your priority keywords from Ahrefs
- 22d agoWhatagraphStore blends as you build them, and manage hundreds of variations with IQ Agents
- 22d agoWhatagraphShow ad creatives in tables, next to every metric you need
- 2mo agoWhatagraphReport on OpenAI Ads, and track Google Ads keyword demand without the monthly export ⚡
Frequently asked questions
What is the difference between Keboola and Whatagraph?
Both compete on the same themes — mcp — within Analytics. Whatagraph 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.
Is Keboola better than Whatagraph?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Whatagraph 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.
What are the best alternatives to Keboola?
Top Keboola alternatives in Analytics are ranked by recent ship velocity. Browse the "Keboola alternatives" section above for the current picks, or visit /alternatives/keboola 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.