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Is it possible to interlink a store that was developed using JavaScript with a website that was developed using PHP?

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Yes it's possible, create web services using PHP with response format JSON. You can manage Session localStorage if you want to go with core javascript HTML CSS for front end.
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Yes but I suggest if you run it for any organization server don't mix both.But if you are doing for student level project it is ok.
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