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Comparison · Analytics
Keboola vs Survicate
A side-by-side editorial comparison of Keboola and Survicate — release velocity, themes, recent moves, and the top alternatives to consider.
Keboola vs Survicate: at a glance
| Feature | Keboola | Survicate |
|---|---|---|
| Sector | Analytics | Analytics |
| Velocity score | 5.0 | 3.8 |
| Sparks · 30d | 0 | 0 |
| Top themes | data-platform, mcp, ai-assistant, governance | customer-research, feedback-platform, ai-insights, research-hub |
| Last editorial update | 2d ago | 5mo ago |
| Website | Visit → | — |
What is Keboola?
Keboola adds dark mode while it tightens the MCP server and retires idle workspaces.
Keboola's recent releases split between hygiene and AI-agent safety. The MCP server's query_data tool is now read-only, emailing API tokens is being retired, and idle Snowflake and BigQuery workspaces will be deactivated from 9 November. On the user side, data apps start faster on pre-built images, Kai gained shared team memory, and the UI now has dark mode.
What is Survicate?
Survicate pivots from survey tool to AI-native research platform with Research Hub.
On May 22, 2026, Survicate replaced Insights Hub with Research Hub — a project-based workspace that connects surveys, support tickets, call transcripts, app reviews, and 15+ other feedback sources, producing stakeholder-ready AI-generated reports where every claim links back to the exact feedback it came from. A Research Assistant grounded in the project's own sources handles follow-ups; insights surface and are tracked over time. The prior months show steady survey-craft improvements: in-survey language selectors (March), custom fonts (March), response attributes (March), light/dark theme support (Feb), team-invite role bundling (Feb), and an alternative CSAT calculation (Feb).
Keboola vs Survicate: editorial side-by-side
Keboola
5.0ANALYTICS
Keboola adds dark mode while it tightens the MCP server and retires idle workspaces.
◆ Current state
Keboola's recent releases split between hygiene and AI-agent safety. The MCP server's query_data tool is now read-only, emailing API tokens is being retired, and idle Snowflake and BigQuery workspaces will be deactivated from 9 November. On the user side, data apps start faster on pre-built images, Kai gained shared team memory, and the UI now has dark mode.
◆ Where it's heading
The platform is limiting what agents and stale resources can do while making its AI assistant and apps quicker to use. The pattern is deliberate cleanup ahead of wider agent usage, not new surface area.
◆ Prediction
Expect more guardrails around the MCP server and Kai, such as tighter scopes or approvals, alongside further deprecation notices with fixed dates.
Survicate
3.8ANALYTICS
Survicate pivots from survey tool to AI-native research platform with Research Hub.
◆ Current state
On May 22, 2026, Survicate replaced Insights Hub with Research Hub — a project-based workspace that connects surveys, support tickets, call transcripts, app reviews, and 15+ other feedback sources, producing stakeholder-ready AI-generated reports where every claim links back to the exact feedback it came from. A Research Assistant grounded in the project's own sources handles follow-ups; insights surface and are tracked over time. The prior months show steady survey-craft improvements: in-survey language selectors (March), custom fonts (March), response attributes (March), light/dark theme support (Feb), team-invite role bundling (Feb), and an alternative CSAT calculation (Feb).
◆ Where it's heading
The directional move is clear — from "survey tool" to AI-native research platform. The earlier Research Assistant work in January and February was the stepping stone; Research Hub is the destination, and the rebrand from Insights Hub signals the team treating this as a category move, not a feature add. Survey-builder work continues but now reads as table-stakes maintenance underneath the new platform layer.
◆ Prediction
Expect Research Hub to grow new source integrations (sales-call platforms, support systems beyond ticket text) and pre-built templates for common B2B-SaaS research patterns — churn analysis, win/loss, NPS driver mining. Deeper report sharing and distribution would put Survicate directly in Dovetail and Sprig's path.
Alternatives to Keboola and Survicate
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 Survicate.
OpenReplay
OpenReplay moves its Go backend to pgx v5 and patches vulnerable deps across 1.25–1.27.
Basedash
Basedash automations can now attach scheduled CSV exports to Slack and email.
OpenPanel
OpenPanel tags three more note-free builds in one evening, reaching 3.16.4.
Fulcrum
Fulcrum turns on Insights, its AI assistant for field data, for every customer.
Holistics
Holistics lets admins put a key dashboard on everyone's Home page.
See all Keboola alternatives → · See all Survicate alternatives →
Recent activity from Keboola and Survicate
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 2d agoKeboolaSwitch Keboola to Dark Mode
- 3d agoKeboolaUnused Workspaces Will Be Cleaned Up Automatically
- 6d agoKeboolaKeboola MCP Server: query_data Runs Read-Only Queries Only
- 9d agoKeboolaSending API Tokens via Email Will Be Removed on February 4, 2027
- 17d agoKeboolaFaster App Starts by Default
- 22d agoKeboolaKai remembers what matters: shared team memory
- 5mo agoSurvicateIntroducing Research Hub ⚡
- 7mo agoSurvicateLanguage selector inside the survey
- 8mo agoSurvicateCustom survey fonts
- 8mo agoSurvicateResponse attributes in web, product, and mobile surveys
- 8mo agoSurvicateClose button in minimized web surveys
- 8mo agoSurvicateUpdated Team Invite Options
Frequently asked questions
What is the difference between Keboola and Survicate?
They serve adjacent needs but don't currently overlap on shipped themes. Keboola is currently shipping more aggressively (velocity 5.0 vs 3.8), with 0 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 Survicate?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Keboola is currently shipping more aggressively (velocity 5.0 vs 3.8), with 0 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 Survicate?
Top Survicate alternatives in Analytics are ranked by recent ship velocity. Browse the "Survicate alternatives" section above for the current picks, or visit /alternatives/survicate for the full list with editorial commentary on each.