Traditional RAG systems struggle bridging structured SQL databases and unstructured document collections (a challenge we call the modality gap), leading to incomplete reasoning and hallucinations.

Google Cloud is not the only provider offering options to query distributed data with a single SQL statement. For example, AWS provides cross-region data sharing for Amazon Redshift, and Athena can ...