Preparing Apps for Dynamic Scaling

Scalability is a big problem for everyone who wants to grow. In order to handle the demand, appropriate infrastructure both in terms of software and hardware should be met. What if hardware was as dynamic as a service where CPU and RAM could have been acquired when only it’s needed. Is there such an environment? How can you work with it? What you should be careful of? How your applications should evolve?