Scaling is the process of increasing or decreasing the resources available to an application or system to handle increased or decreased demand. There are two main ways to scale an application: horizontal scaling and vertical scaling.
Horizontal scaling, also known as scaling out, involves adding more machines or resources to the system. This can be done by adding more servers to a load balancer, or by adding more instances to a cloud-based service. Horizontal scaling is best used when the workload is spread across multiple machines and a large number of small requests are made to the system. This approach is good for increasing the capacity of the system, but it also increases the complexity of the system.
Vertical scaling, also known as scaling up, involves increasing the resources of a single machine. This can be done by adding more memory, storage, or processing power to a machine. Vertical scaling is best used when the workload is concentrated on a single machine and a large number of heavy requests are made to the system. This approach is good for increasing the performance of the system, but it also increases the cost of the system.
When deciding between horizontal and vertical scaling, it's important to consider the specific requirements of the application and the workload it will be handling. Horizontal scaling is typically a better fit for systems that need to handle a large number of small requests, while vertical scaling is typically a better fit for systems that need to handle a small number of large requests.
In summary, horizontal scaling and vertical scaling are two different approaches to increasing the resources available to an application or system. Horizontal scaling involves adding more machines or resources to the system, while vertical scaling involves increasing the resources of a single machine. Each approach has its own advantages and disadvantages, and the best approach will depend on the specific requirements of the application and the workload it will be handling.