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I understand the fact that stack grows upwards and heap grows downwards or vice-versa (architecture dependent). But, i couldn't find much details about how actually it's implemented, my doubt is, for every process a memory block will be allocated, but is there a restriction on, how much max chunk can be used for stack or heap? Or are there no restrictions till whole allocated memory is consumed?

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Yes, processes have predetermined stack sizes. Have you ever tried to recurse a method/function too much? You get a StackOverflow exception. That doesn't mean you've already went through your entire computer's memory. The OS controls distribution of stack and heap memory for each process.