Why are my random tests and short term sequential tests not in line with my expectations on Azure?

Multiple runs are needed to let the Azure backend adjust itself based on the I/O size and type sent (this is true for Azure VHDs attached to the appliance as the I/Os are committed to Azure storage by the appliance).