GPU vs CPU (@ Azure Cloud)

Microsoft has recently announced new Azure VM options that support high-end GPUs.
The reason: for some applications this is much more effective technical solution (see charts below)

Applications that scale using GPU Compute @ Microsoft Azure

Even Amazon Web Services is also offering similar options:
Windows GPU Instances - Amazon Elastic Compute Cloud


Programming Guide :: CUDA Toolkit Documentation @ Nvidia