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When to use static method/variable and when to not?

What is the advatages of using static method/variables beside of it can be call even not instantiating the class where they reside?

SFRichSFRich

There is a great book out called 'Advanced Apex Programming' by Dan Appleman that devotes a whole chapter to static techniques.  The are useful in maintaining data across trigger calls, caching data, controlling program flow. 

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Static variable are global variable which are not related to particular object,You can call a static variable directly by class name without requiring instance of class similar goes for static methods.

For static variable and static method concept in detail visit,
https://www.sfdc-lightning.com/2018/10/static-variable-in-salesforce.html