Azure Storage is a cloud storage solution that provides four main services - Blob storage, Table storage, Queue storage, and File storage. It allows storing and processing large amounts of unstructured and structured data. Data is stored durably with different replication options for high availability. The storage services can be accessed from various applications and platforms using SDKs and tools.