2025 also cemented a practical reference architecture. A successful lakehouse now looks less like a monolith and more like a layered system: cloud object storage for durability and cost, an open table format for transactions and evolution, ingestion that blends batch and streaming, a catalog for governance and discoverability, and a flexible consumption layer that serves SQL, BI, notebooks, and AI agents with consistent semantics.