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A deep technical breakdown of Apache Iceberg v4's proposed architecture: adaptive metadata trees, one-file commits, relative paths, column families.

Lakehouse context layers bridge the gap between raw Iceberg tables and AI agents that need business meaning.

ClickHouse has become the leading real-time analytics engine for AI agent workloads, with event-loop architectures that let agents query and act.

Metric catalogs define what terms mean. Composable analytics defines how terms combine, transform, and relate.