The document compares Azure Cloud Services (Web & Worker Roles) to Azure Service Fabric. It notes that Cloud Services have each role/instance run on a separate VM, making deployment, upgrades, and scaling slower. Service Fabric runs multiple service instances together on the same VM, making deployment, upgrades, and scaling faster. It also allows for thousands of service nodes and a development cluster using OneBox.