1. Active Directory (AD) is a collection of services used to manage identity and access to network resources. It includes Active Directory Domain Services (AD DS) for centralized management of users, computers, and other objects. 2. AD DS provides authentication, authorization, and centralized management of accounts, groups, policies and other network resources. Azure Active Directory (Azure AD) provides similar identity and access management in the cloud. 3. Azure AD and AD DS differ in deployment, management, supported applications, and authentication protocols. Azure AD is hosted as a platform-as-a-service while AD DS requires on-premise infrastructure. AD DS supports legacy applications while Azure AD supports modern, cloud-based applications.