AlloyDB's new AI functions bring Gemini's world knowledge directly into SQL, with smart batching delivering up to 2,400x performance improvements and an optimized mode using proxy models that slashes costs by 6,000x. The key insight is that batching must happen at the database layer, not the application layer, to avoid bloated prompts or missed efficiency gains.

SOCRadar, a cybersecurity company delivering threat intelligence, hit a hard ceiling with its on-premises, self-managed PostgreSQL database. As both threat data volume and customer demands grew, the database couldn't keep up with the simultaneous pressure of high-velocity data ingestion and heavy real-time analytical queries. This created a critical data bottleneck that slowed down threat insights and forced engineers to spend their time on manual database tuning instead of product innovation.

Anthropic introduces the Claude apps gateway for Google Cloud, a self-hosted service that sits between Claude Code clients and Google Cloud to centralize identity, RBAC policy enforcement, per-user telemetry, and spend limits across an organization. The gateway runs as a stateless container on Cloud Run, authenticates via Google Workspace or any OIDC provider, and keeps inference inside your GCP project.

Google Cloud's detailed guide shows how to offload KV caches to Managed Lustre, achieving 50% TCO savings for Llama-3.3-70B inference on multi-node GKE clusters. A practical deployment blueprint with vLLM, PVC evictor, and validated configurations for Qwen and Gemma models.

Google brings Conversational Analytics in BigQuery to GA, embedding a Gemini-powered agent that lets users query data and run multi-step analyses in plain language, directly within the governed data warehouse, cutting analysis time for teams like MoneySuperMarket's from weeks to minutes.