Google Cloud outlined a next-generation lakehouse direction built around open storage, cross-cloud interoperability and multimodal processing. The focus is on giving AI systems reliable context while preserving the flexibility of modern data platforms.

For future data practitioners, this highlights why cloud architecture, open table formats and governance increasingly matter alongside model capabilities.