Organize resources into multiple subscriptions based on departmental needs and use resource groups for project isolation, taking advantage of reserved instances for predictable workloads.

Implement a combination of management groups for hierarchical governance and subscriptions for departmental isolation, alongside resource groups for project-level management, utilizing both reserved and spot instances based on workload predictability.