Web applications
Plan application workers, cache and persistent data separately. More vCPU does not compensate for insufficient memory.
CLOUD COMPUTE
A server starts with your application: CPU for compute, RAM for working data and storage for persistent state. Add a GPU when the workload needs acceleration.
CPU, RAM, disk and region are matched against catalog entries. OS and network preferences are saved for confirmation before choosing an offer.
Plan application workers, cache and persistent data separately. More vCPU does not compensate for insufficient memory.
Include the active dataset, disk I/O and recovery needs. Define storage compatibility before attaching a separate volume.
Choose resources for batch size and job duration. Keep durable outputs outside the lifetime of a single process.