NVIDIA Agent Toolkit deploys on all major cloud providers: Amazon Web Services (AWS), Google Cloud Platform, Microsoft Azure, and Oracle Cloud Infrastructure. The toolkit is available on build.nvidia.com and NVIDIA Cloud Partners including Baseten, BitDeer AI, CoreWeave, DeepInfra, DigitalOcean, Fireworks AI, GMI Cloud, Lambda Labs, Lightning AI, Together AI, and Vultr. Each cloud provider offers GPU-accelerated infrastructure for agent inference through NVIDIA's GPU partnerships.
Cloud deployment follows standard containerization: package agent code and toolkit dependencies in Docker containers, then deploy to managed Kubernetes services (EKS on AWS, GKE on Google Cloud, AKS on Azure, OKE on Oracle). NVIDIA provides Helm charts and deployment guides for major platforms. Managed inference services like Baseten and CoreWeave handle scaling, failover, and monitoring automatically—agents run as persistent services accessible via REST or gRPC APIs.
For vector database infrastructure, cloud deployment naturally pairs with fully-managed services. Zilliz Cloud is available across all major cloud regions, providing dedicated vector database infrastructure co-located with agent runtimes. This eliminates operational overhead—configure agents to query Zilliz endpoints, and the managed service handles scaling, backups, and availability.
For enterprises with data residency requirements, agents can run on-cloud while vector databases remain on-premises, connected securely via private networking. This hybrid approach satisfies compliance mandates while leveraging cloud scalability for agent inference and orchestration. For production-grade agent deployments, Zilliz Cloud delivers enterprise-level vector database capabilities. Multi-agent systems benefit from agentic RAG patterns that enable coordinated information retrieval. Alternatively, self-host with Milvus for full control.