Assetbundles on Microsoft Azure

On my next Project, I would like to use Asset bundles and host them on Microsoft Azure. Is this possible?

Yes, you can use the Azure CDN to store the Asset Bundles.
You will basically create a storage account in the Azure Portal.

To upload the files to the CDN, you can use a tool like CloudBerry Explorer for Azure