Kubit review
A warehouse-native analytics platform with funnels, cohorts, AI, and broad data integrations.
Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
Kubit is a warehouse-native product analytics platform for product, data, and AI teams. It connects agent traces, product events, and business dimensions to analyze customer journeys, conversion funnels, retention, cohorts, and user behavior. Teams can work through the web or API, with support for warehouse connections and integrations across customer data platforms, OpenTelemetry, and AI-assisted workflows.
The published plans show a freemium structure with a 30-day free trial. Starter is priced at $0.008 per MTU monthly and includes 10,000 MTU, core features with unlimited AI, OTel and CDP integration, unlimited seats, and unlimited events. Pro costs $199 per month, includes 100,000 MTU, adds Bring Your Own Warehouse and Slack Connect support, and includes everything in Starter. Enterprise includes everything in Pro, supports more than 1M MTU, and adds a dedicated Solution Architect, custom terms, DPA, SLA, and dedicated support. The integration set includes Snowflake, Databricks, BigQuery, ClickHouse, Segment, Snowplow, RudderStack, mParticle, OpenTelemetry, and Braze.
Its strongest fit is for organizations that want analysis close to their existing warehouse rather than a separate copied data store. Funnel reports include conversion, drop-off, breakdown, and conversion-window controls; retention supports daily, weekly, monthly, and usage-interval views; and cohorts can be created from query, funnel, and retention results. Agent-trace analysis, time-series visualizations, AI-assisted analytics, and MCP access extend the product toward AI and coding-agent workflows. Choose Kubit when warehouse-native behavior analysis and broad data connectivity are priorities. Teams seeking a less warehouse-centered analytics approach or an open-source product should consider alternatives.
Kubit pros and cons
- Where it wins
- Funnel, retention, cohort, and time-series analysis
- Queries customer-owned warehouses without ETL or data copying
- OpenTelemetry, CDP, AI analytics, and MCP access
- Where it doesn't
- Its workflow is centered on warehouse-native analytics
- Pro adds a $199 monthly platform fee plus usage
- It is not open source
Kubit fact sheet, pricing and score →
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