Google Cloud introduces new data analytics capabilities focused on unstructured data for AI model training.Enhancements include AI agents, autonomous data foundation, PostgreSQL-compatible AlloyDB, and Oracle DBMS support on Google Cloud.Specialized agents in BigQuery and Looker assist in data engineering, science, and user experience tasks.Features like conversational queries, Colab's data science agent, and Looker's AI-driven functions provide advanced analytics capabilities.BigQuery Knowledge Engine uses large language models for metadata generation and semantic search.BigQuery Notebook improvements streamline data science tasks with intelligent SQL cells and collaborative features.New BigQuery AI Query Engine integrates AI models for processing unstructured data like images.Expanded integrations include support for Apache Kafka, Apache Spark, and continuous queries for streaming data analysis.AlloyDB gains agentic search capability, natural language support, and enhanced SQL functionality.Google Cloud adds support for Oracle databases and introduces a Database Migration Service for SQL Server-to-PostgreSQL migrations.