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Comparison · Analytics
Kameleoon vs Keboola
A side-by-side editorial comparison of Kameleoon and Keboola — release velocity, themes, recent moves, and the top alternatives to consider.
Kameleoon vs Keboola: at a glance
| Feature | Kameleoon | Keboola |
|---|---|---|
| Sector | Analytics | Analytics |
| Velocity score | 1.3 | 5.0 |
| Sparks · 30d | 0 | 0 |
| Top themes | personalization, ab testing, prompt-driven editing, widgets | data-platform, mcp, ai-assistant, governance |
| Last editorial update | 5mo ago | 1d ago |
| Website | — | Visit → |
What is Kameleoon?
Kameleoon refines its prompt-driven personalization editor with widget, targeting, and PBX upgrades.
Kameleoon is iterating on the new Personalization editor and the prompt-based workflow that sits inside it. Recent changes: a simpler two-step widget event creation flow that ties directly to Kameleoon goals, the ability to reorder personalization targeting rules from the new editor, and PBX prompt-area improvements (resizable prompt area, image paste as input). Survey widgets get a configurable response-recording trigger.
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.
Kameleoon vs Keboola: editorial side-by-side
Kameleoon
1.3ANALYTICS
Kameleoon refines its prompt-driven personalization editor with widget, targeting, and PBX upgrades.
◆ Current state
Kameleoon is iterating on the new Personalization editor and the prompt-based workflow that sits inside it. Recent changes: a simpler two-step widget event creation flow that ties directly to Kameleoon goals, the ability to reorder personalization targeting rules from the new editor, and PBX prompt-area improvements (resizable prompt area, image paste as input). Survey widgets get a configurable response-recording trigger.
◆ Where it's heading
The product is settling into the new editor as the default surface and accumulating the small ergonomics wins teams expect from a mature personalization tool — fewer clicks, fewer manual IDs, more control over evaluation order. The PBX prompt updates suggest AI-assisted variant creation is becoming a more prominent workflow, with multimodal input now supported.
◆ Prediction
Expect the editor's PBX surface to keep gaining capability — likely brand-context awareness, reusable prompts, and broader image-driven generation. Targeting and goal flows will continue to consolidate so users don't need to reach for IDs or admin pages.
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.
Alternatives to Kameleoon 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 Kameleoon or Keboola.
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 Kameleoon alternatives → · See all Keboola alternatives →
Recent activity from Kameleoon and Keboola
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
- 6mo agoKameleoonSimplified event creation for widgets
- 6mo agoKameleoonPBX Updates: Resizeable prompt area and paste an image in the prompt area
- 7mo agoKameleoonModify Personalization targeting rules' order.
- 7mo agoKameleoonSurvey response collection options
Frequently asked questions
What is the difference between Kameleoon and Keboola?
They serve adjacent needs but don't currently overlap on shipped themes. Keboola is currently shipping more aggressively (velocity 5.0 vs 1.3), 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 Kameleoon better than Keboola?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Keboola is currently shipping more aggressively (velocity 5.0 vs 1.3), 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 Kameleoon?
Top Kameleoon alternatives in Analytics are ranked by recent ship velocity. Browse the "Kameleoon alternatives" section above for the current picks, or visit /alternatives/kameleoon 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.