How Suprema Gaming made its data platform agent-ready with ClickHouse Cloud

Suprema Gaming, a Brazilian gaming group serving more than 500,000 players across 70 countries, migrated most of its analytics workloads from Snowflake to ClickHouse Cloud to support real-time, AI-driven operations. The company replaced batch-oriented pipelines that left data up to four hours old with change-data-capture ingestion and dbt-based transformations, achieving roughly one-minute p95 data lag, millisecond query responses, 27-times-faster mart reads, and a reported 62% reduction in warehouse spending. Before each production cutover, Suprema validated metrics against source systems to the cent, using AI-assisted discrepancy detection and version-controlled dbt tests to identify issues such as ingestion gaps and distorted test-account data. Its platform incorporates role-based access, query-time PII masking, auditing, and least-privilege controls so AI agents can be treated as governed data consumers. The resulting agentic system, led by the conversational assistant Senna and supported by specialized agents for modeling, validation, development, and freshness monitoring, provides business users with live, cross-product data while maintaining traceability through monitored conversations, SQL queries, costs, and latency.

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