Soft delete for blobs capability for Azure Data Lake Storage is now in limited public preview

If you have processes or tools to detect accidental deletion of files and directories for your Azure Data Lake Storage accounts, you can now also restore the deleted objects using soft delete for blobs capability. During the retention period that you specify, you can now restore a soft-deleted object to its state at the time it was deleted.
Source: Azure Roadmap