Azure provides multiple storage solutions including Blob Storage for unstructured data like files, Disk Storage for virtual machine disks, and File Storage for shared file access. It also offers database options like SQL Database which handles maintenance, and Hyperscale for large distributed datasets. Data can be stored in different access tiers from hot to archive. Cosmos DB provides a flexible model with multiple APIs and formats the data internally while presenting a single interface.