High availability and scalability in the cloud ensure that applications can handle increased loads without disruption of service and maintain uptime even during failures or maintenance. This is vital for new applications expecting rapid growth, as it allows the application to accommodate more users and traffic without requiring manual intervention for every increase in demand. High availability implies that the application will be accessible whenever users need it, while scalability ensures that the application can grow its capacity based on the user demand.