The observability UI as we know it is dead. So what comes next?

ClickHouse has introduced Observability Apps, a private-preview capability that uses AI agents to generate interactive, team-specific observability interfaces over live data, addressing the tension between overly complex general-purpose vendor UIs and the need for specialized workflows. Built on ClickHouse, SQL, OpenTelemetry conventions, existing investigation APIs, and reusable UI components, the apps can connect logs, traces, metrics, and business data to support tailored investigations such as assessing customer-journey infrastructure risk, analyzing feature-flag rollouts, and tracing failed payments to eventual outcomes. Users describe an application in natural language, refine it conversationally, inspect its generated SQL, share or branch it, and retain access to familiar investigation tools with filters and time ranges carried through workflows. Generated applications operate in sandboxed browser iframes, use read-only queries governed by each viewer’s permissions, and communicate through validated actions rather than direct network or session access. ClickHouse acknowledges remaining challenges around ensuring queries answer intended business questions, preventing prompt injection, and improving testing, evaluation, linting, and reusable components before broader release.

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