“The App Platform is a fully managed Platform-as-a-Service (PaaS) that helps developers build, deploy, and scale web applications, APIs, and static sites. It’s highly flexible—you can deploy directly from your source code, bring your own Dockerfile, or use a pre-built container image.”
“App Platform streamlines the path from code to production by supporting two deployment modes: trigger-based deployments directly from your GitHub, GitLab, or Bitbucket repository, DOCR/GHCR/Docker Hub registry, and CI-driven workflows using tools like GitHub Actions.”
“App Platform automatically scales your applications up or down based on usage, so you can handle traffic spikes without manual intervention and save money when demand is low.”
“Bare Metal GPUs are dedicated, single-tenant servers equipped with eight high-performance GPUs (such as NVIDIA HGX H100, H200, or AMD MI300X) designed to support intensive AI/ML workloads on bare-metal infrastructure.”
“GPU Droplets are virtualized and great for flexible, on-demand GPU workloads but share infrastructure. Bare Metal GPUs provide isolated hardware without virtualization—offering consistent, high-performance, and customizable environments for demanding AI training, inference, or HPC tasks.”
“Ideal use cases include:Large-scale model training and distributed deep learningHigh-throughput, low-latency inference servingCustom orchestration setups (e.g., Kubernetes clusters)High-performance computing and scientific simulation workloadsApplications needing strict data isolation or compliance guarantees”