Azure is definitely behind in some regards particularly IaaS. That was not really their strategy for quite a while and it shows. We are using their PaaS now and really like it, much better experience than we had with stuff like elastic beanstalk or cloudformation on AWS.

We still used Amazon Email and CloudSearch though. Azure has no email and Azure search is too new for me to trust.