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Comparison · Analytics
Keboola vs VWO
A side-by-side editorial comparison of Keboola and VWO — release velocity, themes, recent moves, and the top alternatives to consider.
Keboola vs VWO: at a glance
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 VWO?
VWO puts design files straight into the visual editor, cutting the rebuild step.
VWO has introduced Wandz inside its Visual Editor, aimed at taking a design to a live experiment in one workflow. The framing is explicit about what it targets: the no-code visual editor removed the need for a developer to make basic changes, but launching an experiment still meant translating design files into web elements through multiple steps. This lands on top of a platform that has spent the year connecting experimentation to behavior analytics, launching VWO AI, and absorbing post-merger infrastructure changes as VWO and AB Tasty align, including the dashboard's move to app.wingify.com.
Keboola vs VWO: 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.
VWO
3.8ANALYTICS
VWO puts design files straight into the visual editor, cutting the rebuild step.
◆ Current state
VWO has introduced Wandz inside its Visual Editor, aimed at taking a design to a live experiment in one workflow. The framing is explicit about what it targets: the no-code visual editor removed the need for a developer to make basic changes, but launching an experiment still meant translating design files into web elements through multiple steps. This lands on top of a platform that has spent the year connecting experimentation to behavior analytics, launching VWO AI, and absorbing post-merger infrastructure changes as VWO and AB Tasty align, including the dashboard's move to app.wingify.com.
◆ Where it's heading
The direction is a single platform that connects the what — experiments, feature releases — to the why, through behavior analytics and VoC feedback, with AI shortening the analysis loop. Wandz extends that consolidation backwards into authoring: having already collapsed analysis and measurement into the platform, VWO is now collapsing the design handoff that precedes an experiment. The merger continues to surface as operational alignment rather than product change. Note that this feed publishes announcement teasers rather than release notes, so scope has to be inferred from the framing.
◆ Prediction
Expect the design-to-experiment path to be connected to VWO AI, since generating and then building variations are adjacent problems the platform now owns both ends of. Post-merger consolidation with AB Tasty should continue surfacing as infrastructure and domain changes.
Alternatives to Keboola and VWO
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 VWO.
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.
Recent activity from Keboola and VWO
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d 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
- 2mo agoVWOIntroducing Wandz inside Visual Editor: From design to live experiment in a single workflow ⚡
- 4mo agoVWO[Most requested!] Introducing interconnected behavior analytics with feature releases
- 4mo agoVWOImportant Update: VWO Application URL Change from app.vwo.com to app.wingify.com
- 5mo agoVWOOptimization just got 10x faster, deeper, and scalable. Introducing VWO AI. ⚡
- 6mo agoVWOMove beyond individual wins. Understand the true impact of your feature releases.
- 6mo agoVWOMove beyond individual wins. Understand the true impact of your feature releases.
Frequently asked questions
What is the difference between Keboola and VWO?
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 VWO?
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 VWO?
Top VWO alternatives in Analytics are ranked by recent ship velocity. Browse the "VWO alternatives" section above for the current picks, or visit /alternatives/vwo for the full list with editorial commentary on each.