Can we work offline with Azure?

Unfortunately, this is not the case. Azure is a set of services on the Internet. The moment you are offline you are not physically connected. With Office 365, for example, you can continue working with data offline if you use OneDrive. Technically, Office 365 is a cloud service that uses Microsoft's cloud.