Alex Merced 9/23/2025

The 2025 & 2026 Ultimate Guide to the Data Lakehouse and the Data Lakehouse Ecosystem

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This detailed article explores the evolution from data warehouses and lakes to the modern data lakehouse. It explains core challenges, compares next-gen table formats (Apache Iceberg, Delta Lake, Hudi, Paimon), and outlines the five-layer implementation architecture. The guide also covers ingestion, streaming, catalogs, optimization, and emerging tools for AI and graph workloads within the lakehouse ecosystem.

The 2025 & 2026 Ultimate Guide to the Data Lakehouse and the Data Lakehouse Ecosystem

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