OpenObserve
OpenObserve ships v1.0.0 GA after a five-RC stabilization run, making its enterprise observability play official.
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.
Keboola vs Whatagraph: at a glance
| Feature | Keboola | Whatagraph |
|---|---|---|
| Sector | Analytics | Analytics |
| Velocity score | 7.5 | 6.3 |
| Sparks · 30d | 2 | 1 |
| Top themes | data-platform, ai-agents, mcp, etl | marketing-reporting, agency-tools, integrations, cross-channel |
| Last editorial update | 1d ago | 21d ago |
| Website | Visit → | — |
What is Keboola?
Keboola's Kai AI assistant hits GA, completing the pivot from data platform to AI-native pipeline orchestration layer.
Keboola's Kai AI assistant is now generally available for multi-tenant contracted customers, marking the formal transition from experimental feature to production-ready product. The platform is simultaneously navigating Snowflake's forced password authentication deprecation — a platform-level forcing function requiring customer migrations before September 7. Recent work also includes the MCP server gaining unified cross-project authentication, which enables AI coding assistants to act as first-class operators across a full Keboola stack.
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.
Keboola vs Whatagraph: editorial side-by-side
Keboola
7.5ANALYTICS
Keboola's Kai AI assistant hits GA, completing the pivot from data platform to AI-native pipeline orchestration layer.
◆ Current state
Keboola's Kai AI assistant is now generally available for multi-tenant contracted customers, marking the formal transition from experimental feature to production-ready product. The platform is simultaneously navigating Snowflake's forced password authentication deprecation — a platform-level forcing function requiring customer migrations before September 7. Recent work also includes the MCP server gaining unified cross-project authentication, which enables AI coding assistants to act as first-class operators across a full Keboola stack.
◆ Where it's heading
Keboola is building toward a model where AI agents can autonomously manage the data pipeline lifecycle. The MCP server's unified auth is a signal: the target is a world where a developer's coding assistant can browse, create, and modify Keboola pipelines without a human navigating the UI. Kai GA and the MCP expansion are the same thesis from two directions — AI as interface, not AI as feature. Branched storage expansion to BigQuery and Flows improvements in the background are the operational stability layer those agents will depend on.
◆ Prediction
Kai gaining the ability to create and modify Flows, and the MCP server expanding its coverage to transformation and workspace management, are the two most visible next moves. The Branched Storage on BigQuery release is a prerequisite for Branches 2.0 approval workflows, which would give Kai a way to propose and commit pipeline changes with human review gates.
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 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.
dbt Core
dbt 2.0 ships stable with an official OSS/proprietary split and agentic skill loading
Fulcrum
Fulcrum ships MCP server and AI Toolkit to let AI assistants build and query field data forms
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.
See all Keboola alternatives → · See all Whatagraph alternatives →
Recent activity from Keboola and Whatagraph
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d agoKeboolaKai is Now Generally Available (Multi-Tenant, Contracted Customers) ⚡
- 6d agoKeboolaMigrate Snowflake Workspaces from Password to Key Pair Auth
- 22d agoKeboolaKeboola MCP: Log In Once, Work Across Every Project ⚡
- 22d agoWhatagraphReport on OpenAI Ads, and track Google Ads keyword demand without the monthly export ⚡
- 27d agoKeboolaPython 3.10 Deprecation for Streamlit Apps (September 2026)
- 28d agoWhatagraphUnify metrics and dimensions while creating a Source Group
- 1mo agoWhatagraphTurn your report into client portal with Report shortcuts
- 1mo agoKeboolaFlows: New Condition Operators and Run Selected Tasks
- 1mo agoKeboolaBranched Storage on BigQuery
- 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 Keboola and Whatagraph?
They serve adjacent needs but don't currently overlap on shipped themes. Keboola is currently shipping more aggressively (velocity 7.5 vs 6.3), with 2 editorial sparks in the last 30 days against 1. 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. Keboola is currently shipping more aggressively (velocity 7.5 vs 6.3), with 2 editorial sparks in the last 30 days against 1. 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.