A private cloud is defined as cloud infrastructure operated solely for a single organization, which can be managed internally or by a third party, and can be hosted internally or externally. A private cloud provides greater control over security and data privacy because it is used exclusively by a single organization, allowing for customized security measures and compliance with specific regulations.