Scale Up and Scale Out
Reference: library.gabia.com
Two Methods for Server Expansion - Scale Up, Scale Out
Scale Up, Scale Out
When more server capacity and performance are needed, you can expand the system using two methods: Scale Up and Scale Out
1. Scale Up
Scale-up means increasing the server's own performance by adding CPU or RAM to the server, or replacing it with higher-performance components or a server
In other words, it means upgrading from the existing server to a higher-performance server
Also called "Vertical Scaling"
Since all data is processed on a single server, it is a suitable method for DB Servers where data updates occur frequently

Problems with Scale-up
Since all the load is concentrated on a single server, there is a risk of being significantly affected in the event of a failure
The problem of scalability limitations of the storage controller
Migration costs that arise when performance & capacity expansion limits are reached and a new system needs to be added
2. Scale Out
A method of improving processing capability by increasing the number of servers with the same or similar specifications as the existing server
Also called "Horizontal Scaling"
Expansion is somewhat more flexible compared to Scale-up
Since there are multiple servers, load balancing must be implemented to evenly distribute the load across each server

Advantages of Scale Out
Even if one server goes down due to a failure, service can continue to be provided through other servers
Problems with Scale Out
Since all servers must have the same data, it is a suitable method for web servers where data changes are infrequent
Difficulty in designing and implementing
Parallel ComputingThere are fundamentally parts that need to be serialized (single processing),
There are bandwidth and synchronization issues, and
Performance does not simply increase as cores increase; bandwidth increases with the number of cores, potentially causing delays
Wrap-up
The appropriate method should be adopted depending on the situation
ex)
When heavy traffic occurs due to increased visitors,
Scale-outis more effective and also cheaperFor OLTP (Online Transaction) that requires frequent database updates,
Scale-upis more effective
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