For this functionality I was waiting already for over a year and also many other people with me and Last week they announced it was GA. The only thing your CSP has to do is change your agreement to the new Microsoft Customer agreement.
In this blog I will show how to configure budgets in Azure Cost Management + Billing When I was looking at the cost center last day I see that there was changed something.