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Cloud Deployment Models

A cloud deployment model defines the type of cloud environment primarily by its ownership, size, and access. While delivery models describe what is provisioned, deployment models describe where and by whom the cloud is operated.

ModelOwned byAccessible toAdministrative control
PublicThird-party providerGeneral public / any consumerProvider-managed
PrivateSingle organizationInternal departments onlyOrganization-managed
MulticloudMultiple third-party providersThe consuming organizationDistributed across providers
HybridMixed (private + public)Internal and/or externalSplit between org and provider

A publicly accessible environment owned and maintained by a third-party cloud provider.

  • IT resources are provisioned using standard delivery models (IaaS, PaaS, SaaS)
  • Generally offered at a cost; may also be commercialized via other models (e.g., advertising-funded free tiers)
  • The provider is fully responsible for the creation and ongoing maintenance of the infrastructure

When to use: General-purpose workloads, new projects without specific compliance or data residency requirements, organizations that want minimal infrastructure management overhead.


A cloud environment owned entirely by a single organization, enabling centralized IT resource access across different internal departments or physical locations.

  • Because it is a controlled internal environment, many risks associated with public cloud (overlapping trust boundaries, shared tenancy) do not apply
  • Administration can be handled by internal staff or outsourced to a third party
  • The organization simultaneously acts as both cloud provider (the department provisioning the cloud) and cloud consumer (the departments using it)

Data terminology clarification:

  • IT resources hosted within the private cloud and made remotely accessible to internal consumers are considered cloud-based
  • IT resources hosted outside the private cloud boundary, even if on the same physical premises, are considered on-premises

When to use: Highly regulated industries (finance, healthcare, government), workloads with strict data sovereignty requirements, organizations that need direct hardware control or have invested significantly in on-premises infrastructure.


A cloud consumer organization utilizes services and IT resources from multiple public clouds offered by different providers simultaneously.

Strategic reasons for multicloud adoption:

MotivationWhat it achieves
RedundancyIf one provider has an outage, workloads on other providers continue
Vendor independenceReduces lock-in to any single provider’s proprietary APIs or pricing
Best-of-breed servicesLeverage each provider’s strongest offerings (e.g., GCP for ML, AWS for breadth, Azure for Microsoft ecosystem)
Geographic coverageUse providers with the best regional presence for specific markets

An architecture comprised of two or more different cloud deployment models working together.

The most common pattern: processing highly sensitive or regulated data on a private cloud while offloading less sensitive workloads to a public cloud.

Challenges:

ChallengeRoot cause
Technical complexityDifferent environments use different APIs, networking models, and authentication systems
Split managementThe organization manages the private cloud; the public provider manages theirs — coordination is required
Data consistencyKeeping data synchronized across environments introduces latency and consistency risks
Security perimeterTrust boundaries must explicitly span both environments — what’s permitted to cross between them must be defined

When to use: Organizations with mixed compliance requirements (some data must stay on-premises or in a private environment; other workloads can run in public cloud), organizations mid-migration who need both environments live simultaneously.


QuestionImplication
Do you have strict data residency or regulatory requirements?Private or hybrid — control over data location
Do you want zero infrastructure management overhead?Public
Do you need to avoid dependency on a single provider?Multicloud
Do you have mixed workloads — some sensitive, some not?Hybrid
Are you a new organization with no existing infrastructure?Public (lowest barrier to entry)
Do you need maximum security and isolation?Private