Cloud InfrastructurePlatform

PLATFORM / REFERENCE ARCHITECTURE

See the infrastructure.
Understand the system.

A vendor-neutral reference framework for the technology layers and operating decisions behind modern digital platforms.

APPLICATIONS / BUSINESS SERVICES / AI WORKLOADS
OPERATING & GOVERNANCE LAYERIdentity · Policy · Orchestration · Observability · FinOps
COMPUTE VMs · Containers · GPU
DATA Object · Block · Backup
NETWORK Interconnect · Zero trust
SECURITY Isolation · Encryption
PRIVATE CLOUD + PUBLIC CLOUD + EDGE / COLOCATION

Illustrative architecture only. It does not describe a deployed commercial service.

FOUR CRITICAL LAYERS
01 / COMPUTE

Compute & acceleration

Assess vCPU, memory, virtual machines, Kubernetes, GPUs and high-performance clusters against workload patterns, scalability and support requirements.

  • Peak versus baseline demand
  • GPU and accelerator suitability
  • Application isolation and elasticity
02 / DATA

Storage & data systems

Infrastructure strategy depends on the placement, protection and movement of data. Account for throughput, recovery needs, retention and jurisdictional controls.

  • Object, block and file tiers
  • Replication and disaster recovery
  • Backup lifecycle and egress
03 / NETWORK

Network & interconnect

Look at latency, regional interconnects, east-west traffic, segmentation, peering and secure access as part of the system architecture.

  • Resilient connectivity paths
  • Policy-based segmentation
  • Bandwidth and transfer cost
04 / OPERATIONS

Control & orchestration

The real platform experience lives in governance, repeatable provisioning, monitoring, upgrades, cost accountability and operational reliability.

  • Automation and infrastructure as code
  • Observability and incident response
  • FinOps, compliance and identity

PLACEMENT DECISIONS

Three models, different trade-offs.

ConsiderationPrivateHybridPublic
Infrastructure controlUsually higherVaries by workloadProvider-dependent
Capacity flexibilityProcurement-dependentMultiple capacity pathsConsumption-based options
Operational complexityLocal responsibilityCross-environment integrationShared responsibility
Data locationCustomer-directedPlacement-specificRegion and service-specific

Qualitative reference points, not a vendor certification or individual workload recommendation.

Translate architecture into an initial scenario.

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