It depends on the reversibility of what happens inside the battery. As an analogy, if you boil water into steam, and you catch the steam and let it cool, it will turn back into water. But if you boil a raw egg into a cooked egg, nothing can turn it back into a raw egg. Rechargeable batteries are more expensive to make, so they also make cheaper single use ones.
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