Provide access to a folder in Azure Blob container

Is there a way to provide access to only a particular folder in a Azure Blob Storage.

As of today, No. As you mentioned, SAS token can be used to restrict access to either an entire blob container or an individual blob. This is because a folder in blob storage is virtual and not a real folder.