My experience is exactly the opposite (company with more than 10k employees). Getting anything done in Azure takes me 10x as long, as all of Azure is managed by one team, and everything requires approvals, lots of bureaucracy. Also, as it turns out, it is extremely expensive. Per our guidelines everything needs to be isolated within company intranet (unless really required to be external), which often means we need premium tier services in Azure. These are really, really pricey sometimes.

On the other hand, if I request a virtual server, it takes less than a week, and I can work with it much more freely.