Open table formats like Iceberg, Delta Lake, and Hudi combined with object storage enable scalable, modular, and interoperable data lakehouses. This guide explains their evolution, compares key features, and explores performance, compute considerations, and the future of open, AI-ready architectures for modern analytics.