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Comparison · Analytics
Keboola vs Microsoft Clarity
A side-by-side editorial comparison of Keboola and Microsoft Clarity — release velocity, themes, recent moves, and the top alternatives to consider.
Shared themes:mcp
Keboola vs Microsoft Clarity: at a glance
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 Microsoft Clarity?
Microsoft Clarity is turning its free analytics tool into the go-to dashboard for AI search visibility.
Microsoft Clarity has evolved well beyond heatmaps and session recordings. The last several months have been almost entirely focused on a new product surface: Citations and AI visibility analytics, which track how a site's content appears in AI-generated answers from ChatGPT, Gemini, and similar platforms. By May 2026 Citations hit GA; by July, Topic Insights let teams see which content topics earn AI citation authority; by August, AI crawler behavior could be connected to actual referral sessions. An MCP server also shipped, making Clarity data queryable from LLM contexts.
Keboola vs Microsoft Clarity: 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.
Microsoft Clarity
2.5ANALYTICS
Microsoft Clarity is turning its free analytics tool into the go-to dashboard for AI search visibility.
◆ Current state
Microsoft Clarity has evolved well beyond heatmaps and session recordings. The last several months have been almost entirely focused on a new product surface: Citations and AI visibility analytics, which track how a site's content appears in AI-generated answers from ChatGPT, Gemini, and similar platforms. By May 2026 Citations hit GA; by July, Topic Insights let teams see which content topics earn AI citation authority; by August, AI crawler behavior could be connected to actual referral sessions. An MCP server also shipped, making Clarity data queryable from LLM contexts.
◆ Where it's heading
Clarity is building a parallel analytics stack alongside its original behavioral tools. The new surface covers AI discoverability (citations, topic authority, scrape-to-referral) while the original product covers behavioral data (heatmaps, sessions, rage clicks). Both remain free, which means Microsoft is building toward being the industry-standard measurement tool for AI-era web presence — before the category is fully defined. The direction points toward unifying both data layers into a single site analytics suite.
◆ Prediction
The next step is likely actionable recommendations from the Citations dashboard — not just monitoring but telling teams what content changes would improve AI citation frequency. The MCP server also sets up AI-agent-driven analytics automation as a near-term product surface.
Alternatives to Keboola and Microsoft Clarity
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 Microsoft Clarity.
Fulcrum
Fulcrum opens its form model to AI agents via MCP — field ops gets an agentic layer
OpenHouse
A production outage at LinkedIn (495ms→0.041ms after fixing a wrong index predicate) exposes OpenHouse's dev/prod DDL parity gap.
OpenObserve
OpenObserve ships v1.0 GA with first-class AI observability for LLM workloads
Tinybird
Tinybird closes out Classic migration, makes JSON native by default, and adds MCP query plan inspection — a strong three-week sprint.
Lightdash
Lightdash cuts the dbt cord and lets users describe custom chart types in plain language — two directional moves in one week.
See all Keboola alternatives → · See all Microsoft Clarity alternatives →
Recent activity from Keboola and Microsoft Clarity
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 5d agoKeboolaKai is Now Generally Available (Multi-Tenant, Contracted Customers) ⚡
- 9d agoMicrosoft ClarityHow SaaS Teams Can Use Clarity to Understand Monetization Behavior
- 9d agoKeboolaMigrate Snowflake Workspaces from Password to Key Pair Auth
- 25d agoKeboolaKeboola MCP: Log In Once, Work Across Every Project ⚡
- 1mo agoKeboolaPython 3.10 Deprecation for Streamlit Apps (September 2026)
- 1mo agoMicrosoft Clarity5 Advanced Queries You Should Try with the Clarity MCP Server
- 1mo agoMicrosoft ClarityUnderstand Which AI Crawlers Drive Real Visits with AI Scrape-to-Referral Insights ⚡
- 1mo agoKeboolaFlows: New Condition Operators and Run Selected Tasks
- 1mo agoKeboolaBranched Storage on BigQuery
- 1mo agoMicrosoft ClaritySee Branded and Non-Branded AI Queries in the Clarity Citations Dashboard
- 1mo agoMicrosoft ClarityAnalyze AI Citation Queries by Topic
- 2mo agoMicrosoft ClarityMeasure How AI Answers Use Your Content with Topic Insights in Microsoft Clarity ⚡
Frequently asked questions
What is the difference between Keboola and Microsoft Clarity?
Both compete on the same themes — mcp — within Analytics. Keboola is currently shipping more aggressively (velocity 7.5 vs 2.5), with 2 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 Microsoft Clarity?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Keboola is currently shipping more aggressively (velocity 7.5 vs 2.5), with 2 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 Microsoft Clarity?
Top Microsoft Clarity alternatives in Analytics are ranked by recent ship velocity. Browse the "Microsoft Clarity alternatives" section above for the current picks, or visit /alternatives/microsoft-clarity for the full list with editorial commentary on each.