Fulcrum
Fulcrum ships MCP server and AI Toolkit to let AI assistants build and query field data forms
Comparison · Analytics
Dovetail vs Keboola
A side-by-side editorial comparison of Dovetail and Keboola — release velocity, themes, recent moves, and the top alternatives to consider.
Dovetail vs Keboola: at a glance
What is Dovetail?
Channels stops labelling themes and starts tracking owned, priced-up ideas.
Channels 2.0 opened to every Channels customer on 1 September after a closed beta since July, and this is the first post to say what it actually contains. Feedback surfaces as concrete ideas rather than broad theme labels, each carrying commercial context pulled automatically from Salesforce or HubSpot — ARR, plan tier, segment, and the accounts and quotes behind it — plus an owner, a priority, a status and a trend sparkline. Ideas route in one click to Jira, Linear, Claude, Claude Code, Figma or ChatGPT with context attached, and a resolved idea can send a personalised notification back to everyone who raised it. Legacy channels keep working unchanged.
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.
Dovetail vs Keboola: editorial side-by-side
Dovetail
6.3ANALYTICS
Channels stops labelling themes and starts tracking owned, priced-up ideas.
◆ Current state
Channels 2.0 opened to every Channels customer on 1 September after a closed beta since July, and this is the first post to say what it actually contains. Feedback surfaces as concrete ideas rather than broad theme labels, each carrying commercial context pulled automatically from Salesforce or HubSpot — ARR, plan tier, segment, and the accounts and quotes behind it — plus an owner, a priority, a status and a trend sparkline. Ideas route in one click to Jira, Linear, Claude, Claude Code, Figma or ChatGPT with context attached, and a resolved idea can send a personalised notification back to everyone who raised it. Legacy channels keep working unchanged.
◆ Where it's heading
Dovetail has spent the year moving from a place research is stored to a place decisions get made, and this is the furthest step. Agents went GA in July as the always-on layer over customer data; Channels 2.0 now gives that layer a workflow — ownership, priority, state and a way out to the tools where the work happens. Adding ARR and plan tier to a feedback item is the tell: this is aimed at the roadmap argument, not the research readout.
◆ Prediction
Close-the-loop notifications and one-click routing both assume ideas have a lifecycle, so the missing piece is what happens after the handoff — status flowing back from Jira or Linear onto the idea. The post does not mention it.
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.
Alternatives to Dovetail and Keboola
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 Dovetail or Keboola.
Holistics
Holistics builds AI governance and docs-as-analytics in parallel, shipping both weekly
dbt Core
dbt 2.0 enters final RC with beta Snowflake interactive_table materialization and full ClickHouse MV support.
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.
Omni
Omni's Apps reach general availability, completing its embedded analytics platform pitch.
See all Dovetail alternatives → · See all Keboola alternatives →
Recent activity from Dovetail and Keboola
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
- 15d agoDovetailChannels 2.0 is now in open beta ⚡
- 22d agoKeboolaKeboola MCP: Log In Once, Work Across Every Project ⚡
- 27d agoKeboolaPython 3.10 Deprecation for Streamlit Apps (September 2026)
- 28d agoDovetailNew cover images for easier browsing
- 1mo agoDovetailChat and AI Agents reliability improvements
- 1mo agoDovetailShare a direct link to chat with your digital twin
- 1mo agoKeboolaFlows: New Condition Operators and Run Selected Tasks
- 1mo agoKeboolaBranched Storage on BigQuery
- 1mo agoDovetailA simpler chat footer
- 1mo agoDovetailOne click actions
Frequently asked questions
What is the difference between Dovetail and Keboola?
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 Dovetail better than Keboola?
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 Dovetail?
Top Dovetail alternatives in Analytics are ranked by recent ship velocity. Browse the "Dovetail alternatives" section above for the current picks, or visit /alternatives/dovetail for the full list with editorial commentary on each.
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.