A private data center is a dedicated infrastructure owned and operated by an organization to store, manage, and process its data. A public cloud is a shared infrastructure owned and managed by a cloud provider, and many customers can use it simultaneously. The main difference is that a private data center provides complete control and ownership of the infrastructure and data, while a public cloud offers shared resources and cost savings.